{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 介绍PyMC"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 贝叶斯景象图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import scipy.stats as stats\n",
    "from IPython.core.pylabtools import figsize\n",
    "import numpy as np\n",
    "figsize(12.5, 4)\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "jet = plt.cm.jet\n",
    "fig = plt.figure()\n",
    "x = y = np.linspace(0, 5, 100)\n",
    "X, Y = np.meshgrid(x, y)\n",
    "\n",
    "plt.subplot(121)\n",
    "uni_x = stats.uniform.pdf(x, loc=0, scale=5)\n",
    "uni_y = stats.uniform.pdf(y, loc=0, scale=5)\n",
    "M = np.dot(uni_x[:, None], uni_y[None, :])\n",
    "im = plt.imshow(M, interpolation='none', origin='lower',\n",
    "                cmap=jet, vmax=1, vmin=-.15, extent=(0, 5, 0, 5))\n",
    "\n",
    "plt.xlim(0, 5)\n",
    "plt.ylim(0, 5)\n",
    "plt.title(\"Landscape formed by Uniform priors.\")\n",
    "\n",
    "ax = fig.add_subplot(122, projection='3d')\n",
    "ax.plot_surface(X, Y, M, cmap=plt.cm.jet, vmax=1, vmin=-.15)\n",
    "ax.view_init(azim=390)\n",
    "plt.title(\"Uniform prior landscape; alternate view\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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CS6rArkKhUChmlzx1bptuxDebCGYuyTTqmO/I7VzOm26NbOafTlQT8hOxn+75TGU+RWmne+4mWzO/63rD4A0bdA4XjJFE1FUYrKxKSCL0ZDQ4YiYqKypnWKFQKBT5Q9XxVSgUeSUmibBzpqeIp9tKONldSO+ojfJCi23Lw/z++gC7VwVYW73Yk5AVitzw8MMPs2/fvrk2Y1a45ZZbeOaZZ+baDMUCYrZDqwqFYhEzmSRiQ02EzuG5tlChuPkQQtDW1sa6detuuvVfeOGFqQcpFCnkUeow1z71dJK5ZpPZkCxkw3TkAdkkpE036Wo6UoVs7JqOBCTTNcavlc16uVgrmzVzKcHIfF1v2MAb1pOSCIVCMb8wDAObba5/zxWK3KGkDgqFYl7wks5XoVBMxec//3kaGxspKytjy5Yt/PjHP0477u677wZg+/btlJaW8thjjwHw85//nB07dlBZWcldd93F+fPnk/usXr2aL3zhC9x6662UlJTQ3t6OEIJHHnmElStXsmTJEh544IHk+OPHj7Nnzx4qKytZvnw5H/zgB4lEItNeP5X3v//9fOxjHxvz2mtf+1q+8pWvJG397W9jzc0sy0qel+rqav74j/+YkZERAN75znfy5S9/GYCenh6EEHzta18DoKOjA6fTiWWpi+/FgPqlUSgUCoVigdHY2MjBgwcZHR3l05/+NG9/+9vp6+u7Ydxzz8V6TZ07dw6fz8eb3vQmzpw5w7ve9S6+9a1vMTw8zHvf+15e85rXEA6Hk/v94Ac/4IknnsDtdicjvocOHaKlpYWnnnqKz3zmM1y6dAkAXdf56le/ytDQEEeOHOGpp57i61//+ozWT/CWt7yFxx57LNmRzOVy8etf/5o3v/nNN4z913/9V37yk5/w7LPP0tvbS1VVFR/4wAcAOHDgQFIL/Oyzz7J27dqkbc8++yz79+9H05RLtBjI07ucqOqQeqvUlsHDPsUjwVTj7Bmul+26mcyVqY25tC+drZnYm8pczZtu/lzakovjnc5x53utidabzlrTPbbpfi4nW1dVdVAoMuGNb3wjdXV1aJrGm970JtavX8/x48cz2vfb3/42733ve7nzzjvRdZ13vvOdOBwOjh49mhzzoQ99iBUrVlBUVJR87dOf/jRFRUVs376d7du3c+7cOQB27drF7t27sdlsrF69mve+9708++yzM1o/wf79+xFCcPDgQQAef/xx9uzZQ11d3Q1jv/nNb/LAAw/Q0NCAw+Hgvvvu4/HHH8cwDA4cOMChQ4ewLIvnnnuOj3/84xw+fBiIOb4HDhzI6NwpFj7q8kahUCgUigXG9773vaRUoLKykosXLzI0NJTRvl1dXXz5y19O7ltZWUl3dze9vb3JMStWrLhhv2XLliX/X1xcjM/nA6C1tZVXv/rVLFu2jPLycj75yU9Oaksm6ycQQvDmN7+ZH/zgBwA8+uijvO1tb5tw3te97nXJOTdv3oyu6/T399PY2EhJSQlnz57l4MGDvPrVr6auro6Wlhbl+C4ylOOrUCgUCsUCoquri3e/+908+OCDDA8P43a72bp1a1IOMBUrVqzgU5/6FG63O/kIBAK85S1vSY6Jd2vNiPe///1s2rSJtrY2PB4Pn/3sZye1JZP1U3nLW97C448/TldXF8eOHeMNb3jDhPP+8pe/HDNvKBSivr4eiMkdHn/8cSKRCPX19Rw4cIBHHnkEl8vFjh07Mj5excImj1KH6dymz+Ut/1zeLs/lMSTIxsaFIFnIZt6Zno/ZuJ0/nc/SzSBPmO5a+VpXoVCMx+/3I4SgpqYGgO9+97tcvHhxwvFLly6ls7Mz+fzd73433/zmNzl27BhSSvx+P0888QRer3da9ni9XsrLyyktLaW5uZlvfOMbOV1/586dLFmyhD/90z/l3nvvpbKyMu24973vfXzqU5+iq6sLgMHBQX76058mtx84cIAHH3wwmXD3spe9jAcffJB9+/ah6/q0jl2x8FARX4VCoVAoFhBbtmzhL//yL9mzZw9Lly7lwoUL7N27d8Lx9913H+985zuprKzkP//zP7ntttt46KGH+OAHP0hVVRXr1q3j4YcfnrY9X/rSl3j00UcpKyvj3e9+N29605tyvv5b3/pWfvvb3/LWt751wjEf/vCHec1rXsMrXvEKysrK2L17N8eOHUtuP3DgAF6vN+n47tu3j0AgkHyuWByITG+NZDWp2CUhIVKfqtZnKhO1Vk0wV3NNNXaqtaa7bqbzZjJnvmzM9/z5tjtftkx3jblYa7rr5WOtryJlt8pwyz25/6JXKBSK+cuEvyOTpaIrFAqFQqG4SbAsi0gkgq7raJqWLN+VjZ5XoVjoKMdXoVAoFIqbGCklkUiEYDCIEIKCgoLkNiFE0gnWNA0hhHKEFTc1eXJ8U1sWJ/6d7q3bbMhla9/UuWYz+SZfrYPzwXRbC09lb77mTbdGJvvku73xfGgznM15zuda6gdXocglpmkSCAQwTRNN05LR3gRSSizLwjTN5GuGEft7Ly4uTjrCyhlW3CyoiK9CoVAoFDcZUkpCoRChUCgZ1U3nvCZeS/wrpUyWAlu3bl1yXGpUeKK5FIqFgHJ8FQqFQqG4SZBSEo1G6enpwbIsampqsnJSU6O7iciwlBIpZTISnBinJBKKhUgeHd/xfwCL2cfOpQQjG/ItL8ilTCBftuZijXxIFWYq0ch2jUzXmk0pxGTrKRSKbLEsi2AwSCQSIRwOI6XMiTOaLioMMRlFqkQinSOsnGHFfGMxe6MKhUKhUCx4UpPXgKSONzVCmw1CiEk7r413hBM2pIsKJyLDuq4rR1gxL5hFxzeTD7vyw6dmupHC2WQ6kdV8vfezkYA3nYjtdCKomaw102h4vqLP6dZKt576UVQosmF88lqqUzrdOv3T2XcqZzjhEAshko65igor5gLlaSoUCoVCscCYKnltJo5vrphIIpFwgiORCENDQzQ0NIyRSaTuo1DkGtWyWKFQKBSKBUJC1uDxeAiHw+i6npQRpJKJ4ysti0P333/D6/lymlOlD5qmYVkWQ0NDyahwJBIhFAoRDoeJRCIYhoFlWXPuwCtuLuZZxHeqK7ypzE3dnu+6wYu1ZjDMfd3ghVozOBt7ZrNmcCbrqTq+CsVcY1kWgUCAaDSa1M1OxETOa+prZx56iEP338/ae++l7vbbx+w7GyRsGS93SFdbWEkkFLlCRXwVCoVCoZjHSCkJh8N4PB4Mw7ihCUU6pora+np7OfTAAwAc/uxn0645V4yPDCcc3ERUOBwOJyPD0WgU0zSTemKFYiqU46tQKBQKxTzFNE18Ph/BYHBMdYSpmMrxfeYjH2Hphg0AdPzyl/SdOjVm3/nEeEc44QwriYRiOswzqcNUZPPHuMAOLWfcrDWDs5k3m3a/861l8WKqGTx+DYVCkSDTzmtTzZGO9p/+lI6f/Yzi2lpsDgdGOMyh++/njT/+8ZT7zhdUbWHFdFERX4VCoVAo5gmJ5LW+vj5aW1snTF6bionGR0ZHaf/udwEIDAyw4o47ALjy9NMMnzmT3He+O77jmSoq3NLSwtDQEOFw+AaJhGJxoRxfhUKhUCjmAZZl4ff78fv9WJZFOByednRyIuf19N//Pb1PPklVYyMAo83N2AoLWX/HHbTed19y35uBVGc4FAolz8d4iUQoFEo6wkoicfOTv3vhk82c74ILwMwrRCjmRyWHqZiNVseZslCbZYy3J9O1VAMLhSIXpOu8puv6jBywdI7v0JEjdHz/+yAlldXVuDo6CA4Osu4Vr4Cnn6bfMBg5dgzb5s03nfOXaN88VW3hBKmRY1Vb+OZCRXwVCoVCoZgjJkpem6ncYPz+ZijEuQ98gOpbbwVg6MQJnOvWITSNqpER9IICAC79wz/MqtRhNkunpVsr28S5aDSqosILnPyEPcUMZ14QEWFVM3j66y6kmsGQub25TJSbzZrBmdiTSqbHq+r4KhQTkUheC4fDADckryUaPEyX8c7rC5/7HP72dmy1tQibDWkYaDYbNdu2YZ48SeWddzJ87BiDTz+N6/BhqKub/sFlyGw6jxM5vumYqP1ywuFNaINVbeGFiYr4KhQKhUIxS4zvvDZRibJcRXwty6LlV79i5KmnADAGBmjYvRsAu9/P2vgtfuPSJURxMQAvfu5zeL1eXC7XmAoJi5nUyHCqg6tqCy88lNBVoVAoFIpZIBed1zJFCEE4HObk8eMYn/40tLZSsmIF/u5uQm1t6IWFrHI6KdU0/ID0eFi+fz+9Bw+yLBjEOHGC3spKmpubAaisrKSyspKKigqKiooWXGQzm4hvJkwUFZZScv78eRoaGigvL08ro1ho5+5mIy+Or93hx1Y5QjDkzI8KYF5IIVJZrNcPqmZw/uadrzWDIbfSj6nWUigWPumS16ZyfmYidTAMg66uLnw+H6vOnqWjuRmkpKKuDn93N+H+fja96lXoTzxBECjfuhXPxYsEz5yh7sABip59FiscZtOHP4wQAsMwGB0dxe1209vbSygUoqioaIwzPJkTPx/IteObjtSEudT3eHxtYSWRmFvy4q04Crw07fwOgWAVw8PrGBlpZHS0AaWsUCgUCsViwjRNAoEApmlm1YRiuhHfoaEhOjs7qa2txbxyhcHPfIbqO+5g+NgxfCdOULZ2LdFAgPILFwiWlGD5/RQKgQfQiopo0DS8gNbSgu9HP6LsDW/AZrNRXV1NdXU1EHPsgsEgbreb69ev09LSAkBFRUXSGZ5vUeHZcHwTWJaVtoJEwg4YW0ViogQ7RX7Ii+PrD9TQ1nkP1c526utOsaLhBNFoISOutYyMNDIyuAbTKMzH0gqFQqFQzDlTJa9NRbaObyQSobW1FYAdO3ZgGAYj73kPMhRC9vYidB1pmpQ5nZRUVWGdOkXF/v24Dh4kdOECVU1NVNpsiCNHsC1ditHfz+B991H62tcibGNdBSEExcXFFBcXUxdPgjMMA4/Hg9vtprm5mUAgQHFxcdIZrqiowGabu7ujs+n4SimTJdDGM5lEYrwznIgaK4lEbsnLp1Ci0zfcRN9wE7oVpqryCs6qDpxVHSytfRG5UTDqaWDY1cjI0DqCQefEVqWTNWRTUGFeyCIWqxQiG+ZDJYepmE81g1PXmE81g7O1Z/xa6otdsbCRUhKNRunu7sZms1FVVTUthyVTqYOUkr6+Pq5du8batWtZsmQJAKMPPURhMEgQiHZ3U33XXQw9/zwOXafM6yUIRM6exVZVheFyUV5RQeEzvwMJJTt3MtrfT7StDe8PHqX8HX8ypR02mw2n04nT6UzalYgK9/f3J53y8vLyZFR4Np1RmL3SaYmIb6ZMp7awkkhMn7x7ZKblYGhkI0MjGwGL8tI+nFUdVDvbaVz9DI2rnyEQqGJ4REkiFAqFQrFwSU1eCwaDFBQUzKjz2lQEAgFaWlooKSmhqakpGVGNdnUxev/92MJhHPX1hHt6MNvbcdTX42xpwbFqFUHA8nop278f7wsvsOSF87D7TgJHjiGPH4fly9ENg9JvfQX+6I1QVJS1/eOjwqZpJqPCra2teL1eTNOko6Mj71Hh2S6dNlHENxOyiQon7gwkPmvKEZ6aWQ5Fanh89Xh89VzpvhuHY5Tq8g6c1WMlES7XGoZH1uFyrcFQkgiFQqFQzGPy0XltMizLoru7m4GBATZs2EBFRcWY7Z7Pfhbp9yOAsoYGwj09GAMDrL73XsSTT2K43ZTs2IH/7FnCJ05Qd+dt2A4fQpSWgM0GhkGB00lNVTG2CyewHnoQPvRXM7Zb13WqqqqoqqoCwOv10tbWRnFxMQMDA7S1tWFZ1piocElJSU6cubnQ+OaSiZxht9vNtWvX2LJlS3K7SpybnPy3LE78m+buZtisoHewid7BJnRtrCSitvYSUgpGRxsYHmlkZCSNJCJX5F0OsZCaZcD0KgtMNZdqljEx86FCxEwrMcwH6YdCMftMlLw20wYUE+H1emlpaaG6uppdu3bdEFn0P/IIwR/8gKLbbyd44gSREycoamykwOmk4tgxvOXlSI+HglAIP1C6/VZq7BYBQF69SsmeffgPHsJu1yg3/QCIf/0S8u3vAmd1To9FCIHNZmP58uUsX74cGBsVbm9vx+/343A4xpkPoFQAACAASURBVFSQsNuz/66ebcd3JhHfTBFCYFlW0tFV7ZczY978Ao2XRJSV9lEdd4Ib1z5D41oliVAoFArF/CCTzmvjHZCZYJomly9fxuPxsHnzZkpKSm4YY/X04P3Sl2LrX7+O1DSEZVG6ZAmVbW3gdlO6bx/eQ4cwmpupOHCA5V0voLW50Nauweq8jN7ajLZiBcu9V9CdqzEB4RmFr34e+X/+MWfHA+nlB+OjwgChUAi3283Q0BAdHR2YppmMCldUVFBaWjqlIzdfkttyTaqTnY1EYjHXFp77lsVpg5ka3lA93r56rvTdjaNglOrKDpwVKZIIIy6JcDXicq/FMAvzFwyd84hwKvPmWmUOyGUkOhum06J3IdUMzmTedGvMRs1ghWJ+kUheCwaDSQcnndOQy4jvyMgI7e3t1NXV0djYOKGTEvrQhyiur8fT1YXV3Y249VY4fx6nTVLQUIcxMoI4dQpbbS3GwADVZTZsPjfCNClaXo2/8zIMD1H9untxHH4Smi9g3nYbnDwJ33sI3vdBqF+Vk2PKhsLCQpYtW8ayZcuAmLOXiAp3dHTg9/spKChIRoUrKytviAovdKnDZGtN5mRPlDi3mGsLLwgvKhypoHegid7e8ZKITmpr4pIITwPDw3mWRCgUCoVi0TKbndcg5qS8+OKLGIbBrbfeSmHhxDkv0UcfxfjNb6CgAFt9PUZPDwXd3Tju2k3l2aNYG7fgAwgGKdm5k+ja1VQefwrjjn3Iw4fQzp7EdutWKC+juOUgkYpKCkbd6L5hDJuOuPN29G/8Lcb935/RMeUCTdOSDm6CUCjE6OgoIyMjdHZ2YpomZWVlYypIzCaz6fhm0zxE1RZeII5vKhNJIqqd7eklESMNIJUkQqFQKBTTY7Y7r0kpGRgYIBAIsHr1ampqaiZdT17vQ3/4odjNw0iEkoYGRnt6EKZJXYUjZk/LixTsvo3I0ZPQ3kbNpqWxY+m4RLSkFOH34SgvxOa+hAgGCDauo+C8G637MtrLX4F2+Vm0q2HMN/85cusd0zqufFJYWEhhYSFLl8aOy7IsvF4vbrebzs5OPB4Pp0+fpqqqKllbuKCgYI6tnjkJbflMyEYiAbHPts1mW7BR4dmTOuQlP2ucJEIfjeuCx0ki3GsYHmnENbw2fZWISRLwMtqeypzLIhbctcwcMZ1krtlkvtYMzmSNbM7t+OTHhfclqri5mW7ntek6vqFQiJaWFgoKCiguLqa2tnbqnT7654izp3DceTvhoyeQx49TsH499jI7xS+eJlhVhXC5cIwOErHplO5Yi60wdptbuIbR7tiPPHgQvVwiajfCmWOUX76ItWYt4moXosCNsNshGsb2zx8n+tAzWR/XbKNpGhUVFVRUVLBq1SqOHDnCtm3b8Hg8uFwurly5QjQaHRMVLi0tnTVtbq7IVyLdRBKJa9euYRgGq1bFJC8LsbbwTeUlhcMV9F5vovd6E7oepqoiRRKxJLVKxDqGhxsJhZQkQqFQKBQ3MtPOa9k6vlJKenp66O3tZd26dTidTk6cODH1Ov/1H5inTwJgH7pO2G6DqEHZmpXUnnoKANvtezEPHkZc7aL4D/+A4nO/AsDaug3t4gX08ycx7nk5ttankEsbkHY7IhpFLqlErqhHv3wQa9t+xLGDaBeOoj31X1gvf0PGxzYfkFJSWFhIUVHRmKiwz+fD7XZz5coVvF4vdrt9jFZ4vkeFTdOcVpWLbEl1gG02W7KKxES1hRNSoPl4IZGx4yuE0IGTQI+U8tX5Myk3mGYaSURFB87qDhrX/o7Gtb8jEHDGS6WpKhEKhUKheMnhdbvdFBUVTVvbmI3G1+fz0dLSQkVFBbt27cpcs9nXi/3v/wrtlq1EDx5GXOumaM9dhF5owdlzGs+6DZS3t2I/exxzxQpkIECRpxVZXIoI+EA3kAKorEKrit19Ef3XMHfuQz9+CAJeiMeHROsJZG0dYqAX7RcPY939arA7sj4vc8n491HTNMrLyykvL2flypVArPWz2+1OOsPRaJTS0tKkI1xWVjavnLnZKp2WwDRNHI7Y+z6VRMKyrOTY+UQ2Ed8PA5eA8ilHakBCUZDNrf+ZSg4mlFPEJRG+eq70xBtnVHVQPUYS4cA1sjYmiXBNIInIBQtCCpGNtmOmLPSawanr5qtebi6ZDxUiJpt3ft8iU9zcJJLXPB4PV65cYdu2bdOeK5OIr2VZXLlyhZGRETZu3EhZWdkNYyarRmD/4n0Izyj6meMYK1Ygu7vR25op27UeW/Mx9OISpCYQ0Sj2+mWYDgvb5VOYO/ejHz2I1nEJ687dYA+ivXAQa80GtMutaB3nCZdXYa8WYHhiZdEiIazGFRAKornOoT/xL5j/c+ZNLebbbfGCggJqa2uTEhMpJT6fD5fLRVdXFz6fD13Xx0SF59K5m23H1zCMtKX0Esy39zMdGXkbQogG4FXAA8BH82rRLDBGEpFaJaKyc1zjDCWJUCgUipud8clrdrt9xlUApnJ83W43bW1tLF26lKamprTOSyJqnM6ZsP/wEezNpzEFScc20t2Ntmk9Rc7YBWVJ/zWMO/ZgO3oECnV0PRCz7cWTyNpliIHrSGcxWucZhJTIsljAR/g9eHbtoab7CADWrXsRZw+jXTqGsef3sbU+jf7jL2K+7B1QuWxG52m+I4SgrKyMsrKyMVHh0dFR3G43V69eJRKJUFpaSkVFBVVVVbNaQSIXyW3ZrpfpHYn56gRnGmb7J+DjwI2Xo3GEEO8B3gOAfeXkM0+V6JavRmVp5jVxMOTZyJBnI3RZlJX0UV3ZQXVl+0uSiKCTYVcjI65GRj1xSYSqGXyTM1edxqaTGDYfI7fTnXd+flEqbl7SJa9ZljWmxul0mEjqYBgGHR0dBINBtm7dSlFR0YRzJJzn8Y6N6O3G8flPIvxezDvvhKPH0M+cQLvzToo9lxAjEazaZWgD19F6O7BWrkL3vIhVW48UIMJBrI3bkbYCtGtHsLbdgX7qIFrHeczttyN8fqrdJ7Dq1qL1diJ6m5HF5ch1W9Cs3tgcQS+2R/8e48++PaPztBApKCigpqaGmpoa4KWocMIR9vv9HDt2LFk9orKyctJSdDMh23JmMyVTx3e2y8dlw5S/6EKIVwMDUspTQoiXTTROSvlt4NsAoui2+XvEk6Lh9dfj9ddzpSshiWinuqqD+mWnWFEXl0S41zI8lGdJhEKhUCjyxmTJa7loPpFujsHBQS5fvsyKFSvYsGHDlBGxtM6zlDi+8FGkowDhB9tAN4bDgQiHsa8sQzvpAcDcsCrm+A4PEH3lvdhPPone5cHYfge2s8cRL5zE2nsnWvNVtPbTyMoahHsQEXJDpYU2YmA5K6EXhGcYc/vvoblOI9yjWLfchbj4PNqz30fc+15k465pnaP57BxlQ2pUuKGhAa/XS1NTE263m9HRUa5du0Y4HKakpCTpCJeXl+ckUjsXGt/FEPHdC7xGCPFKYsrdciHEv0kp355f0+aemCRiF73Xd93YOOOGKhHrCIWqpp5UoVAoFHNGJp3Xcu34hsNh2traEEKwY8eOjCsFJDLnU7H/8CHsh57E2H4X2vPPo/X3Iu7YG0skuvDbmGN77jj6C8fx1a+kcEUDttbnsKpq0VwDGP0diIICPOs3Yw9dpxQQIT/Gpm3Y3IPQsBRZImCkA+3yacxNu9BaToPdgyyrRIRGEUNtyKJSkKD/7rMYax+HeerkzDYJaYrdbr8hKuz3+3G73Vy7dg2Px5MsuZaoLTxZ9H8isnFEc8Fsr5cPpnR8pZSfAD4BEI/4fmxKpze1ju+0E9ImIZN9cpyfNVYSISkr7E1pnJFGEjEyQZWIXJ6POZdFLGYpRDZkIwmYK/IhsZgO6sdTkT8y7byWi0iVpmmYpklvby/Xrl1j7dq1LFmyJKs5ErKL5PNrHdh++R8A6BePY65ajd51Bc01gFYc1++O9CALChCRCIazDH3wLCISxLtqPeWuAQo9w5h7X0Fl9+8QgSihjU0UtpxGbznO8KZdOK8dgsJSwkUVOIKjaKEhrKb96P3PYa3cBYNdCO8g1ob9YDfR257AOv1vWLveMeNzdjMwkSZbCEFpaSmlpaU0NDQAEI1Gk1rhnp4eQqEQxcXFY6LCUzmZ8zniO19Rnsu0EHh98SoR3XdT6HDHI8EpkoioA5drFqpEKBQKhWJSptN5baYEg0H8fj8+n4+mpiZstux/bsdIHSyLovvfB0F3rFKDaUBNFbL7KnJ5IVTVwGAP2kAPxq170U8fQS8KEFq6gaKWs5RdvYC5eiNaz2WE7IEyJ7j7cQT6kY5CsBdSubIAcQlE2IevZguOa6OEo1GM0hClA6BdPYXZuAu94xRoEaAfANsv/47ILa+FwqmLPt3sZOOI2u12lixZkrwgklISCARwu9309vbS3NyMECKpFU5EhVM/u/PZ8V3IUockUspngGfyYskCJhSuHCOJqKzsorqiHaczXZUIJYlQKBSK2WK6ndemi2VZXL16lcHBQRwOBxs2bJj2XKmOr/0n30G/cAwAY+cebKeOoF86Q/Tee7E3P4ns1zFXrEXv7kTvOE9k9z7Krj1HWNQiCxyISBgcNsxdd2DrPYS1fg/C3Y8Y6cHcuh9hi6BfPYK16U605mM4By9hrboFW5lBgesFoiVO7P4Roq5rmKW16GYLsmI12jAI73X039yP+YdfnNYx3kwk5DPTQQhBSUkJJSUl1NfXA7FkyERUuLe3l2AwSElJSdIZns9Sh/n63s7/lsX5qgAx03kn2G7iYNizgeGRDXA53jgjnSRieBYaZ8y5FAKm/ojNRc3g1HVzMddsyhfy1To4H0y3QoRCMXNm2nltOng8HlpbW6murmbXrl2cOnVqRvMlqzpcfgHHvz+A5axBGxlE621HFpUgl9SiGV2xOruWCc5y6IZo1RL8ugsH4PAMYGzdh+30IdAFlMUbVbQfxVq1Ba3rRYTdQoSvxl73dCEdxYhwAGvlCvSrv0JIYNWt8OIRCv39BHe+nILep6D/LKPOTVSMNMPJ7+Pb+nqKV90xrxo8zDaWZeX0c2az2aiurqa6uhp4KSo8OjrK9evXcbvdnDx5ckxd4fFR4VwzXx3aTFFSh7yipZFEdMYkEXWnY40zlCRCoVAockYmyWu5xjRNOjs78Xq9bN68OVngf6ZVC4QQyGiEwi+8B+F1YW7ZE3N8XYMYO/Yjov3o15oxtt6F7fzz6O1n8TTegt0xSlX/C/irV1Ay3I3edRpz+WpEiQvhGUI6ihDhINImkc7liOAF5LJNCHcfYvQ61sb9+HuuUdL/a+SaPYjOI4juo1grbkGWVVE4egRZvhzh6aNc9yDtRUTrV2F/9i84sv5Lyba/VVVVVFZWzkpL3flCvqUHqVHhuro6RkdH2bVrV7KcWnNzM4FAIKkVrqiooKKiYlpSm5sVdSZmkZgkIt44Q8YlEc6JJBGNhHyqcYZCoVBkimVZDA4OEggEcDqdM74FPFnXtAQjIyO0t7dTX1/PunXrcupka5pG2Q//Eeyx49Cbj2Gu2YB+uRVKBGLEFxvX24xZVIYe9GJbUU1hVwtCWliFseoRIhzAun0T9tZfAWBu3I9+/iCitxlzzz3Y2n+DuHoca9WtaF3nEddfwKqtRvgtcLUhHeWIsAdZXooWPIMwAlg1WxGePoS3F3PrKynq/wVFQdjvvEJw7R/hdrsZGRmhs7MT0zQpLy9PRiRLSkoWfNRwIjL5zOR6vYKCApxOJ06nM/laMBjE7XbT399Pa2srwJj3oLi4OO92ztf3OD+O71QtiyeSEcy0ZfFk++R63hmua+Jg2L+BYf9kkogqhl3rGBnKkyRiVu4uZ/rBX8zXYHPdLAPy09hiOhUi5ucXpWJ+k5q85vP58Hq9WVdQGM9kXdMglpHf1taGYRhs3749bdvamf7wl145T+kT30TWrkTqOsI0oaQAs3Ezet8hzLW70IZ70XwjeFbtpNiIUtR/EHPLXdguHKZsqANj0x0IJLarT2LWb0HveRHt6glkdT2yfi36yBlkYTki5AHTj9R05LpNEB0GP4jAEOaqfWgdx6DYjVWzE73zEFrfcaz6JoRvEC18BKtyNZr7CraDn8Cx5pUsXbqUpUuXArELEo/Hg8vloq2tDb/fT1FREUVFRYTD4ZuiUkCC2U42S4cQguLiYoqLi6mrqwNidyU8Hg9ut5vW1lYCgQCFhYVJR3gxRYUXx1HOe8ZKImKNMzpwVrVTv+y0qhKhUCgUEzA+ec1ut8+4Bi9M3DVNSkl/fz9Xr15l9erV1NTU5CeyFfKx9PC/IywTcf0yxra92M4eRuvrxLh9F3rLJWwdJ/AuW0vZ9U5Kh69grV+J6JHoveexypegeYYQUS+iwIWQEjQDKQQiGsJsXI82/DzCjGCu3ofecghtqAOj6ZXYBn5BOWCuuh296wRa9xGsbb+PPvwbZKQPWbIE4R+C6AiyrgrN1410rgQ3iOAA+rEHMA98acy5TDhYiXMYDAbp7e1leHiY48ePJ6sXJOQR+ep0lm9mktyWT3Rdp6qqiqqqWHJ9QgPvdrsZGBigra0Ny7ImjcznWr88V+TP8Z1JHd/pJp7lOxEul7WIJyFsVtA71ETvUFOscUZpSuOMhCTC0xCLBrsaCU4kicjl+VgQiXKKhVUzGG60ceF/qSpmh4mS13Rdn3G74cR84x3oYDBIa2srDoeDnTt35lW76vjeJynpPIThXIptpB/96kWsskqszVvQXG2YtgJ0I0JxiYbUBNamDQh7CAAR8mKu3Yq4MIyscSDLGtGar6MPtGKsvwu98xRCu4bVsA296xTa1SNYtesQQQ+6cQ5ZUovwD6CFe5H2ImTtekRBLxIQEQ/W0t2IziHk0hWIUsAH2sg5rBW7ET0n0fy/wxo5hnTemfbYEhHJmpoaQqEQW7duxTAM3G53ssFDOBymtLQ06YSVlZXNS4dyPAvFORRCJKPuy5cvB8ZGhdva2ggEAjgcjjGOcDaR+fl6HpQnMc8xLQdDIxsZGtkIxCURzlgb5cbVv6Nx9e8IBKoYGWlkeGRdfqtEKBQKxRwzVfJaLrquQSxClphHSsm1a9fo6+tj/fr1yahZpvZm6wDoF56i4OmHAYjU12Eb6Uf4RzFufwX2rl8DEFq3G735KPr1dqJ7/wD7lZh+12i8DVvHSfTLRxnefCdL3EeRXgdWVQOa6xr6wItYW3ejDz+LFCuQtgKEEUEWFSFrStG8Z7GW7Ub4BxDeHszG30MzLiFc17FW7EV0H0brP4q54R600NMQsWOVrULzdiEC7ViN+9DDz2A780Giv3cEtMzcDJvNdkNNW5/Ph8vloqurC6/Xi91uT0aE52vS3HyN+GbC+KgwkIwKDw0NJSUSFy9eXNB6beX4LihSJBFXD+BwjOKs7KC6soO6ujM0NJwkGi3E5VrD8Mg6RkbWYJoL83aRQqFQjCeTzmu5jPiaponP56OlpYXKykp27dqVdcQrW8dXeIYofOi9GBtvw9ZyksKuM5jrtiH6e7BGTxCsXkXRcBeOa+ewnHVgmejhF5DFFYjAKJqvD2l3IKvqcJQMIMMCYYaxltaA6xpWzSqoiMIwCE83ZuN+9JaDUFEJpQZ4Qbt+FE/ZOsq97VAcQkYKEREQnheRhU6woojSEYjYEFYYWVEJ3i5kaV1s7gHQPBfQ2/8Zc8NfTuf0I4SgrKyMsrIyVq5cCcRaP0+UNFdVVTUrCVtTsVAivplSWFjIsmXLWLZsGX6/n9bWVhoaGnC73bS3t+P3+ykoKBhTTm0+XpCkMnvJbfmqtzvVfjdxzeCwWUHfcBN9/U0vNc6oak8viRhqJBjMY5WIeZEol2nNYMi/wYu1ZjDMzMab5wdDkTuy6byWGqmdCUIIrl69SiAQYMOGDZSVlWU9x0Q64clwfP+jaJ4B0O1YtgI0I4IR9RBaUUtFsBmzpj7mtEaDWCu2QkEE3XUOY/Vd2F58Hs3dg7F+P4I+ynztRFfvxn75KHrvGaIb9qJbbYi+IazazWgDl9Cun8RafQcifAxkGdJRgQiPYtd8mGv2oXsPYVXdCh4QYRdW7R6wSzTvUaxl+xG9B9Fc5zAbXoamNSNGL2BVbkVzX0RvfgCz/vVQsibrc5f23DgcEybNtba2JpPmElHhiooKdF2fcVm5bJjN5LbZPC6ISSFsNtsYvTa8FBVOXJAYhsHq1atZsyY373uuURHfmwTTcjA8Em+cgUV5aR/ONJKIWCQ4z40zFAqFIkdk23ktEamdCW63m+HhYZYuXUpTU9O0I3hjWg5ngP357yFCgwBorh68q3dR1n6KaKWT4mVF0Ap670WMjXdgazmOLHYgHBFwgd59FHPZBvTrrVAsEKH4RcLIJayiKrSgC5w2xIAHIS2kzULGj0s2lKFdjUBoGHPZXvSuw4CEGhtcA811HqtuD1rvESgQUOiHIAjXMazS1Wi+K1BuQiCCQAJ+pFYA9nJsV/8GY/Nj0zp/UzFR0pzb7eb69eu0tLQghKC8vBzDMAiFQnlPmpvNcmbzpWtbalQ4Mc4wjHkb+VaO702JhsdXjydFElFd3oGzuj2lccY4SYSqEqFQKOYR0+28NhPH1zAM2tvbCYVCLFmyZMYVG7LRG4uBDhw//GswI5i1q9EHrlDcd4FAw2ZKrBYYsGMVV6EFXGieLsyVt6D7jiO15UjdjjCjUKxjrtyO7n4Oa1kTeHrQwqMY9XuwENiHn8Wo34ut6zDaSAvW6n3gAH34Kcy629F7T6Bdfx6r9lZM+yja6FGs0pVovqsIXwtW9RaEfh60JUitAGFFkGVlmOV70aMHsZx7ENePIIKXsWruhgIXuuenWIPfx6p5R/rjzqFzlK6Ml2EYuFwu+vv7uXjx4pikuaqqKkpLS3MaoZ3NiO9sl07L1NHWNI2CgoJZsGh65L9lcTrJQS7r+C7UChCzWDM4bFbQ62qi19WEbk0miWhkxLVu4ioRM2FeSCFSWazXfPO9ZvD8jBAoZo+Zdl6briMwODjI5cuXWblyJUuXLqWzs3PGkomMHV/TwPHL/wNRP0JCwGGnDNCkhblqCaL7EhhgrtqD1nIEERjFbNqG3vECwt2FsWYftvZDaN4+jI3b0K+C3n8aj3Mz5SOX0ALXsWrLIQj6wIlkzV1pM9FkZ8zWSDfSXoqI+rBql1M8ehFhWcgKJ/iuQtSLXHM72siLEPQlZQ6YfsTSCnCD5j2CVbUTzXUGigTosciw7epfE6l8BdiXzuh8TgebzYbT6aSoqIjbbrttTNLclStXcp40N5vJbfPV8Z3vLNZf/0VLWklEonHG6mdoXP2MqhKhUCjmhEyS1zIhG3lBOBymtbUVTdPYsWNHMlKVi+oQmc5R8JsvYj/3I3wNOyjtPkvZSBvG+tuI6IKygYOYK7ajd59Dv3oUs24Tsroa28CzmNVr0Icvo18/jVW+HKuhHt13EauoEi3oxmEMYTnKkUvsaLoPqemxKG1JOTK6FM3Wgixfjwj2I4LXser3IQM+tNCTuIu3UxU4hzZ6Fmv5bqTDjh54EqtyO5r7HMJzFKtiI1SZiOgFZEENIjKIYACrcifCdhDp2IQMCoQxgu3KX2Csf3RG53O6pMoP8p00N5vJbfNF6rDQyH/EN91KU0VeZzuKO5uR5qnI17xp0fCE6vH01XOl724cBaNUV3bgrGinru50rEqEEZdEuNbhcq/BMAtzmqCXlnkRHVbXhFOTj5rBKuK7GEkkr12+fJlly5ZNmryWyzV7e3vp6emhsbGR6urqMdtzUR0iE42vdvUEtsPfAaDQ24UsLEOEvFCk4fBeiM0THU3KGeSSpeijBxHSgrLSeKJbAGPzfuzDTwJgLN+D1nkER3iQ4MZ7KXI9CSEwVuzD1nUIMXQBc8s92IZ+gxg5hlnThD54GuFtwVq+Cs0D5VYzsrgBEbgGBaBpL4IFSBdSK0RYIaxlq9GCv0YgsUrvQIwMguVH1jvRfBYi8iKmcz/6yEGE1YsW/DFW0evGvAezwVS623RJc6Ojo8kuZ36/n+Li4jFdziZyAG/miK9hGBk7vvNV3wvq112RQjhSQe9AE7298cYZlYnGGR3U1qRIIoYbGRlZl98qEQqFYlGQmrzW29tLfX193tcMBAK0tLRQWlpKU1NT2latsxHxNQNuCv7jnXirllPpH8IWdGGs2Yt+5QKado1Q/VaKu06gua5grN2H1tuMZl7EXLkbW9fz6IMXMFbfiTZ6HVvwOcxlTejXT6P3H8VYeguhsEFJ6GnM8rXonk5092ms0jpkTSN65BSyoAoRcaFF+5G2YqxlKxG6Byl0dBnGKl0CZghR2IEsXo8YHkYLX8Vash9phNCtJzEr96G7D6EFjmNW3gFFEi36O6yiW9CCL6BFTmKV7UKUXsQ2+hEijrtBq57wnOSDbBPONE27octZImmur68vmTSXrtPcbEZ850LqMJ+1u5miHF9FWsY3zkhIIpxVHTSufYbGtc+8VCVieB2jnnqUJEKhUGRKuuS1XM8/3gGxLIurV68yNDTEhg0bKC8vn3D/fDu+o6OjyB/9OZXeaxSIHszlm9D7mtG7jmJs24/9+jMURQYJl9fj8PSg953GXL8D28jzCNdFrKIlaMEhtOBVrGVLsPm7EJF+pK0QYYQQDh17YT9CRqGwEOkBYQQwl9+OHjmMMA2s6j2IviOIYA/G2ldh8z0BETBr9qMPHER4zmGu+v+w+X6N8A1ile9E85xBhC8jndUQBi18BumoR4R7oLgYTTuLsCzQAkjhAExkbQUi4kNYPmyjH8WoemRG5zVbZlppYaKkuUSnue7ubiKRCKWlpViWRVlZ2aw4pfNZ6rD4Ir6CG+v4TrTqVJKDfMkX0jGbtYYz2WeuahHfsO44SYQ+SnVVB86qdurrTr1UJcIdl0QMr8HIZ5WIBSGFUDWDp7+u4mZmpslrmaBp2g3OjsfjobW1lSVLBCDzLQAAIABJREFUltDU1DSlU6JpGoYxs7/ddI6vaZp0dnZS2PYzNgQuxHW3JhRIpBCYa29H0wdi7YGtKGZlGXjAXL0TURS7SBARD+bSO9G6hrCWrYViCX7QAj0Yy/di6z4MFTbC1goc3iF0z4sYy+9CHzyPsHcQKboVx+hpNNcRrOrtEA2gG7/DKtmI5m9B854kqNXiqNmIbp1A2pcgokMIOYC0VSCrK8EeQEZsCMuPVbgeqRWjFR5B2psQ3iMI4zJW2X6kTaJrT2MW7UMPHkIPPoZV+HqsotfO6NxmQz5KjE3Uaa69vZ2hoSH6+/vz3mluvia3zWZJt+mgIr6KrAmHK+i93kTv9UkkEaMNDI8oSYRCoRjL1772NTZv3sxtt92W9kc0Fz+aCX1uwnm9fPkyPp+PLVu2UFxcnNEcuYj4jtf4JjSjK8th3aV/QoRGMdbsxdZxGH2ohegtL8cWOIYY9mGs2oOt6wjF7maMLfegB55DDEUwlu/C1ncKW/8xouvvweb7LQQ1zKpN6K5m9KFjRNfdgz3wW0qEA6OwDluoF913kXD9NgqjR7AsP1FRgl36iURcaOU2CmQAaZdIoSOsIMHCjRRqxxBmBKv0ToRrCBHpwax7Nbrxc4iCWb4/pjeOtGEt3Y0WaUNEj2AW34YeOAl6GFHiAxM0eRqprwCzFym+BnIvYJvXDlI2JJLmysvLKSkpYdmyZXnvNDcXjm86WdBCY+EfgWJOGS+JKCu9TnVFO87qNJII1ThDoVj0XL9+HafTmfYHO+GwzvTHNdG9bXh4mI6ODurr61m3bl3WOs9cSR0Mw6Czs5NAIMC2rbfgfOKtSHsxIjSKPngOq7QWERhBFI7w/9h70xg7svRM7znnRNx9yYVJZjIzuWRyZ1VxLzar2N3qao1a3QO1IYxgaH5IgluyRrAESzYsSzJgqWX/0Ywxnh+jaQ1ky3ZDsFAtyBYao3G3pNZUdxVrIYtLcU8mc2Xu2923uBHnHP+4zGyyKkkmyWSSVboPUEDxRpwT5964GfHdL97v/awfQQQlZH4AHU5D4EFsAeoRqNeRtWmsG8M6UWR8FqoNP11UgBUKk96JjM9hKwJlPeqJdqhNU4n3E7h5Ij64JovZ/DrMvYto78R3DaHyCLI6SCF8hHh9kGjLNCZ1ApV/F1k5i06dQNg6Un4PE3kZWbuKrJ/FRPohuRkpz2FVJ0LPIrmDCe2B1C1Q7VgdRlDBhPswYgfWfRvMfw1866k+37WykRnIe4vb1rNobjWMMS+s1OFF5vn4+D5oBY9ydXgWcz1ovidxm3jQGp+3Z/DjzvvEx5UUa1sp1rYyNnfXJSL1MUnEiktEP9lcH4H3DCQRL4QU4l7+sf6+fBIJxmcj+9PkwSQSCUql0qrb1ivwBVYKkA4dOkQ4HH7s8evR+lhKSaFQYHR0lJ6eHnbv3k34g3+FM/4WuvM4FGcQ9RJ66wFw9+DkzxBsOYm8s4isZaltPo4vNMnyJYKu13DG30NWZgi6TiNCJVT5I4Ku0zhTZ1DFIYLuLyDccVTlNsGW13Dm3iNUuspS8jgtiesoUSVoPYaTvYDMvYvu/WnC+vuEtMLE9yHLAyS5Qbn9KAn3fYJaCc+2ERYZjFlCpS3CaqzMY0UEYWuY1E6k8xbCakx4F6IyCyZD0HEE1w6CzWPCn0d572CVi5dQOAbg/8V1vgyceqrPeC1sZOD7sOK2pymaW43lpxobRVPj26TJI/DqD5JEjDQlEU2a/CMlmUw+MvB9Uqy1zM3Nkcvl2LFjx4pP65PwtK2PgyBgYWEBY8xK8C1nz6LG/w4ANXse3X0UNXURYasQ96EIztxZ9JZXUHNXEMqgIiWogFr6AN2+D7U0AGHALYMHqnAOndqJKoxC3DT0wgGo6lVqqo2QLpDsrCOCKARVpJ3EOims24JIjmALDWsy62iscLCtx4ilCtiCwBEVSO/FFnLUY2ECLUlLkPoOtdBJQnoOGXsPo15DVd9B6kuY6OsYV2LDf0sQnMAJPkTwLjp0ikpyDCuHkH4/0g4TjfwPKOc7wIEn/pzXwvPK+D6KxymaW63T3Iuq8YVm4NukySqSiBnaW4dpbx36pCRi4a4kwjYlEU2afNZIJpNkMplVtz1N4FutVhkcHCQSidDR0UE6nX6aZT6V1GFZYpFIJEin042Mc71A9Af/JZg61okigiqiNoeJdyKi82BCWBVGaA+h85jUNtzQEFYmsdJFGB+cAN22H8VZTKgPi2jIHJIxguirOOYMOn4IapMIXcSL7YXYLiKcI0idRGbOIv05dPtpRHgR6Q9gWj+PWHoH6d1Gb/4ppHobUa+R4xVauIJTv4Tu/KfE5X8EQHMM5V0gZK+Qj+yhVY4hzAfU7Q5CYgzjBASJKQRgnBFM0I4gRyURx8gaQngEbgS37hKYHcS2/xssX0Q8w6c9L0rGdy08qGju3k5zoVCIlpYWPM97qDPJetOUOjwMySddHR50pCdxdVhvycHzaJW8HnKNta7lQWxos4x7kRRr3RRnuhmb+ALh8CouEUGYbK6PpcV+stm++10ims0ymjT51PKwjK/jOI8d+FprmZiYYG5ujt27d9PS0sLQ0NBTN594ksDX931u376N1ppDhw6xtLS0Mkfo4r9CFscACLadxhk5gyxN4b/8Vdy574EPQc/dBhOlSYL9X8Zd/DsifoFgy2mcmTPI2izBzpOozE1U+RbBltdx5t5FBAVsVyvkQZUvkw29RGv9Gk7YhXQANXAqZ9Gpo6jCRYgBoTBUQdTexcQPIKqjiMQ4Vvcg6kMkw7cwthecNDL2Hra+BWHmkHICK1sw6YMkoncwXgwpKuCC522hnLxNEGwhqSRSLBGET2CJ44U/QOmTKN7BitsE6g1yoSFCziWqwf9BTP/yU52vh/GiZnzXwsM6zY2NjZHNZpmcnCSVSq3II562aO5BNAPfJk3WiftcIpRHa/oeScSm+yURS0u7qNWakogmTT6tPEzj+7jyglKpxK1bt2htbeXo0aMrN+WnlSksz/E4ge/CwgKjo6Ps2LGDjo4OhBArrhLO7f+b0MC30C19qNwIauEsuq0Pm+7EKfzgxw0mMmfR6T5s21ac8g/xY9txK+Oo3IfoxHZseydO9T1MpAdZm0SVLmFi27BtUWT9IzzRRthmSLsT6NBewok7CBRGtSB1DmEmCVpew3HOYGUPVsYQpgJuDZs4hpRnMO4+bF2hhIcOdyLjEwiymMgxRGUOYeYJ0l+F6PcQgA6fRnpncJ1Jyi0/jRP6O5xwiWrlJHH1PoVKnqKrSAFanUX4x5HiIwqOhzFdCIoU1R8RMqdx7N6nOmcvAhvRwGK5aK5YLJJMJuno6Hhg0VxrayupVGpdAtbHlXG8qHz6i9vWs73xs2qVvBob6Rl877j1LIRbDy/ij23XhFks7GWxsBfGDcnIzN1s8D0uEdU2lrL9ZLL95DMb4BLxzLPCnybPYPhx0dp6XD6W51r2t3xxL5ZN1odkMkm5XF5121qlDlprxsbGyOVy7N27l0Qi8Yl5nnXXtWXq9TqDg4MIITh8+PB9na2EEKjyGJELv42wAUSiK/68tr0TVb94f4MJ42O29ODUzyAwEIthKyCMh+ncjeP9oCEhiLfdlTNUCLoP4Fa/3zhg4hUoZhC6hO7Zhlu5BRaCxElk/iwIhd3kQAVEMIlOnEYVzmAjmyEtoAJSD6BTn0fmz0BSY8K7Ud4s0lzARF8DfxovdQbHnETpswjOoJ0j1N0WapF3cPVBhLiOE72G9o8TtGcJi2l00IVyZqgxRjF3DLFpCKs34QRRlFOloP4nWoL/E8n6dwbbaKnDRululzOwDyuam56e5ubNm0gp11w091mnmfFt8gIjKZa6KZbul0S0tw7R3XmB3q0f4vthstk+ljKrSCKaNGnywpFMJikWi6tucxznkU0jstksQ0NDdHZ2cvTo0VUDmqctklvLHNZa5ufnGR8fZ+fOnXR0dHxiH0nAtsHfRm96CWfmA1TuOkH3KdTcR4jQDLrlKM7ceysNJuTSTZRzC506ibP4Pm75JvnEIZI2h8N76NbXcLLvocpXCNpPYYMarvk+RfcQSf8y4foVgpaT4Lq45u8pq5eJ66s4tbMEiROIRAnXvI2OHEHVLiG9d9HJLyLj58HUMO4BpH8Dqc+ypE7QHj6HJYqRO5BmDMFtqq07QN4hEEMI3YFkAd9NUooNIoQmkFUcE0NQpxTaihZTCFHHyl6sncdRuxGtDV2qCC1SzvaTSA0z582z6P3PdAa/TTKZXNdAdaOlDs87yH7aornPOs3At8mnho83zmhpGW94BreNsHnzvZKIXSwt9TclEU2avIA8KuP7oMDX932Gh4fxPI+XXnqJaDT6wGM863bDnucxODiIUoojR448sCNX+9D/Sqx8E+u3YMJtSC+DKlxH7ziOU3kHa5Yw4Q6kt4AqXkP3HsSpvo+oVDDhTqQ3S8yMY7bswPHGUd5VTGgLsj6H8aapxwJcIOGMYdiE9BfBARkeAANhdxJtWlA2B8kEUjYywELOYmUSrA8tVdAWgQa3ivXDWHc3TnIWg4ukignFsDVJLbEfP1ZF+QIhsgShY7j1MNnYHRQHELyPlZNYexJtHcrqQ8LmBFa8i5YDSP0GS3IYLSeJmc+h5QdEWocx/k9hY+8TxP6G8cHdFK72EwqFVrKY6XT6qSzuXoRg9Hkf63GK5p5Vp7kXhY1rWbwRxW3rWXD2os612riN9Axe73mf8LiaMEuFPSwV9sCEIRmfoT01THvbEP19b9Hf99b9kohCDwTP6GL03KUQ9/Jp/y3blDp81kmlUg+1M/M87xOvz8/PMzY2xrZt29iyZcsjgxilFL7/dG2wP951DRrBwuzsLBMTE/T399Pe3v7gNcz9LW7to8Zc9Ry6/SRy+ix60z5Ie3flBgVMy3GYW0BvfhmR8BoFZ7qITu5BerOUk9tJxiR4jdeD+C5EfRE/5RJJtkNhCmHymPhxTEkgE0NYtw/KizhkqUWOgAAVfgutPodT/QBpZjDx17CuQDrvYtzTqNoZhBlFx3+CIDpAVM0S6NOE/DNIe4N64meoJX7QeD/qiyj9Q6y4Si76VYx8G8NFwuZzID8gEAEVGt7JnjhPxLyMEbfIiSrCbgVxm6q4QcjfhuelKccHiNgutJghtPv/4tXt30HXkmSzWebn51ekJMuP6ltbWx/Lm/nTXNz2MJ6m2OxhRXNLS0v3dZpb/vHx8b+HR83/ovJpv0s2aQJIiuVuivl7JRFDtLcO/1gSEYTJZpqSiCZNnjfxeHzNGt97M6sf188+jPWQOnz8xl2r1bh16xbhcJijR48+NAMpqjNELv4asr5EJb6bWPk2ztJZgu4voNQlRKGIbj+KWrqIyp3H7/4yjnwbUfEJ2k7gZD7EKV7A2/oVWvhbqEKQfhUnfw63conS5i+TcP4B6hAkX8UpnkNWL+J3vUFI/wCCpYa9WfUcDpPY9t0IDY75gCB8DMe7gHUsJuEhAxD2XYxzGBFcph6vgNyCtLNY+T5aHUTYKtn4RcJmL8hbaHURYXbhs52ycxnX9IKcoC6GCJmXyYpFrMgRsu1YsUSdDNacpqyu4dpOhI1hRYXAbKEQmUWIKsZswbKApsC4+jP6I/89XV1ddHV1AT9+VJ/NZlce1d/rZBCPxx8YbH2a7Mwe91jrGWQ/rNPcrVu3qFQqXLx4cd2L5jaaZuDb5DNHQxJxjOnZY/c3zmhZRRIx30+t2TijSZMNw3GcB0oIlgNWay3T09NMTU2xa9cu2toe7290PaQOy1hrmZmZYXJycm1rsYbw4P+I8PMAKKeEVWGwBlrrUNKgQZhprJMABDI1B9UoaB+pR7FuGqsSOMmb1AtJQqKI9QbwRRoR204scQnjtyP1ElLfxjjtmOR+HPcCxm5CmkWUHcKnHZNuxXVvYUwb0maQYhwdeokgfQVkHBO0IMlhnVnq7hv4kXfAbkVWY7iqQuD6lN0WkMP4th3HRhCihq92k5PXEKKOsd0I6wAeJbudQJxDCI0xB4AM2B0UReOxuS9miZlX0AyQU1VsbScicYOaHCVpjqKtw4TzQxy2s0P/85WP9eOP6o0xFItFstkst2/fXnEyWM4Ip1KplaDwcTKVT8tGZnyftazi3qK5rVu3cuXKFfbt20c2m72vaO5eecSTdEncaDbOx/denlbK8DjevM/quKyyfaPnetiY9Rj3pE4NDxvzuGt5Su5ziRg2JBOzjWzwapKIxbuNMz7uErGen8dzl0W86L91X9zHY03Wl9WycMtSh0uXLpFMJjl27NgTZZTWI+MLjcDi8uXLxGKxR2Z5lwmN/C+4s39JsPk0ztwZwsEMQedpcCyO9y5B6+s4i+8i67MEHa+BG+AE5wjSp3Ay7yODRYLWU4hwBmVuUQwdIOTfwKVA0HYaGbqJtBl09ASUlpAmi9/yZRz3PyGsRUeOQ2URYTNU4l8kHfsRADp8AmoZhC1Tbd+KI64BZYLwSULeWYzYTCVhUQBimpJ/kFZ1iarTg68iwDBGjGP1SYS8w6IcJmyPY8R7BHKIsDmJRlJQF4nrV/HV+9TlDaL6y8zJQYy4Q8ocx5PnqYiruPoN6s45SGRI6Zepqav4GIp3r79j6s9pMS/RYl9e9XNedilIp9Ps2LFjxclg2de2UCjgOA4tLS3r4vKxVjY647tRGdflVuLLRXPd3d3AJzPxnufR19fHzp07N2RdT8KLfhds0mQdkRRLWymWtjI28QUi4RxtrcP3SyKaLhFNmjxTHhQUGGOYnZ0lm81y+PDhp+pI9bQZX2stU1NTVKtV9u7dS0tLy5rGqdx7uJPfbvx/8UOCaC9OdQKUh4hmG62HS++jE/tQpQEIAdEKVMCpvI9OHkIVL0NcYt0o1KAldAM/fBSndBmRymNUH7KyhPI/JIi9ivRGUYnLaHECxzuH0ucJIifB+sRaf0TJO0JCXkLxIUHoJH7YQUd+iAheQ+n3QJzFd3+CUmwUo0aQwecQ4gNi6etU6v8ZxdD7AIT1May6gC+v4JnPY9Q5qlwgal7CyGsECMo0PvOyvELM7EWLCRZFAcdupS5GKYpbxMx2JJ3MqgEiwRa0M0dZThIz+5kTWYRwcG0bvshww/2XHKt/izCP/i7c62SwHJTV6/UVS69sNks+n79PJ/ywAsknZaPtzJ63nni1TPx6/Oh8ljwfH9+nzeg+r+K29ewYt97d5x7Fs8jSPum4Z+1FvMZsek23ML14jOnFhiSiJTFOe+tQo3HGsiSi0MtStp+lbD+10gZIIj4VGeEn+TKtlWbG9x8Dy4Vjy0FwPp9ncHCQtrY2UqnUU7dhfZqMb6VSYWBggFQqtdIEYE34S0Ru/jI2vrnhsWs8bCyJV9+EG7mNdbdgkQgMwqmj43tRoQtYuQUrIghbQ7BI0HIKx3kXL2hDkEBRQskJdMdpHOdHGNGOkW1Ik0HaEUzbDhx5HkGAkR1Is4CQGYKUQUlww0NovxPFLDoUph4fRQCBGkTqTmCeckRgZOPv2lfDuHoLXi1CMTpKyHZgxQJ1OYlrO6jbA5TkHRzbihVZ6iwRNgdZEJNIkjg2hRUF6lQx5hhlNUjIbEHYKFZUsaabWTmOETUCWsG4WKEp204CkQFRJWx24pNDmW2cdf8dn/d/B/EEfu2hUIjNmzevBMX9/f3k83my2SwzMzPUajXi8fhKILweNmqfVQeJtRbSCSGeyoFjI3ixV9ekyQahTZilzB6WMnsAQzLRaJzR3jZE/4636N/xFpVKG0uZfjKZB0gimjRpsiZisRiVSoVIJMLIyAjlcpmDBw8SCoW4cuXKU8//JIHvva2P9+zZQzqd5sMPP1xbIGMt4dE/QHpT4E0RtJ3EyZzFqQ6S6ThKuz0HtRxB62mc7BlEfQ7d/TlU+RbCv0OQOo2TPwNYytGANBBWGYLoKSi+jw1thZYa1EDaJXT8BBQzmMQ+SNQajg/kMOEj2GoeL+1iQxGUD0oW0aE+rB+nmL6OsLtx7DxCFPDdV7DmAFX3Mo45iGQeIfJocZy8s4hQmbs63UUQObT+SbLyAkJYXHMAQw5DjaLdjpGzGDxC5iBaXELYHVRFoxixLudImoNo7jAvF4nafVTER9SdGUKlfmQswawaoN0cpCQuU5KjtOlTjMgBEHBT/TUH9D97ou/C8rkVQqCUoq2tbUWnfa+l1+joKKVSiXA4vFIwtyyTeFyaDhIvNs3At0mTT3B/44xlSURbyzDdWy/Q29OURDRp8jTE43F+9KMf0dHRQU9PD7t3717JAq/HY9LHlTqUy2UGBgZoaWnh2LFjK8HE8jyPuuG7M/8Wp/C3WJVE6CLSG8SE2tGte0mLSxi6kPUZVPU8JrIN09KFo99Gh3ehvCFU7T288H78cIVU5Dyal1HeVZz6+2TMIVrSEygyBKHjOPXzKPMhfvorqNjfNrK37udw/A9Q9hKVln+KjXwPgFJwgoTzIUKMkEt+AeSPsFzDBKdRvIMRLmUnDkAgrxPSp0GeoUSEmtdLNJLDlzeI6FMg5lmQ14ia43jqQ2ryBnF9Eg9BTn1ESp+gpj6kIq+T0F9iTl7DCkPKHKYsP6IkBnHNKTx1CU/cpNW8QllewcfFpyE5WJI3adf78cUSo3KCFtNPTg1zQ/01bWY3nfaVJ/g2NFgtGF3N0qtWq5HNZpmbm1uxUVt2Mfi0FG89Cx4n8H2Rrczgefn4fhaK215Un9+NLIRbj5bFDxvzOGtZDx4w7yckEelx2lMfl0T0sJTdRSbbT7XW9uwkC89dCnEvz+Ly8WJfMJs8PcuevH/yJ3/Cm2++eV+74fW6Ya4142uM4c6dOywuLrJ3716SyeR929cS+IrSRcJ3/hBhfYKW13CW3kMGWfxNP4ljfoAQoCN7oT6DsDWCtj044h8QWHAF1nMQBJScJG2JEQQWITNYEQdbQ7RohAzurmcEI9pAhNAtAwh/M4p5pLyOEV1opxev5RxOvQfJJCp6Ha/aTT3Whxf6iJDegVBjaPURIjhBXi1gxDRh04+Vw9TlR0j9VYrOBUTSQQQ7sc4odTlC3ezFymtU5VXCpg9fjlAnQlk0PJmL8iYxswMj8szLBUK2B0/coShuETW9WDqZlbdJmK14cpq8GCPhvcxUbBYlysTNFmpyjqJcRJjt+HKUvJwnatuoigw31Q+IB90kebB38oN4HPlBJBJ5oI3a+Pg4QRCQTCZX5BGxWOyFD/TWgyAImhnfJk3+MaJNmKXsHpYWHiKJqLaytLSrKYlo0uRjXLx4kW984xv09PTwh3/4h/cFveuJEOKRGd9SqcTAwADt7e0cPXp01UfGj8wcB1li4/8FJroTVRlsFK4lX0F4c6jwBbRzHKd0HlX7iCD9OYS3iBN+B+2+hlN+FxXcJsshwq6lveMcgXwdp/ou0kwRxF8DKWlJnEFzEsc7iyRDEHkVHSkh1A0CcQRVn0dQxA+/TCl1GyFKBE4vjj+DlDXyYi8mfB0hAgKiODaEAEpyM1pMIkSdwEqkDaPsHjIyCzaCkDV8C46N4ZndVGUJeVenq/EJmZeYlUOEbMeKfjdA4Jt+qmoMyxakjWJEFWm6mZYTGFHHRyJtBEWYJREC66BlDW3TSBtG2h0UhY+0IXxRIWK6aLWdDKth8uJ/52f8/xbF43UUexo7s4fZqA0ODlIul4nH4ytZ4Y20TttIPksZ3+YduUmTJ0auyCEuXP4GZy/+C4ZGf5Kal6Z760UOvfImpz73b9m39z/Q0XEDpWrPe8FNmjxXDhw4wNtvv83+/fsf2L1tPRBCPNQ9YnR0lIGBAfbt28fOnTsfqJN8VOAbGf+vkPVRcA1WOI1sLTnMpi4kWaQZw7eN4F4G49i2KEJ4qOACHlsBSMZzhDY3jqHM+wTuwbsH9zCpxmekOEvgnAAgiITxw42COyEvUXdewxKlGC9i7OHGWHUTI09T9/dSSw0i9KuN965G0P5x8qWXKamLmPohALQcR5hTLIoqdTmJc1dSoNU0Vr9BXg1TFzM4trE2g0fRbsUKgyfnCNm9AFjTgy8aWfOamCNk9xAxvUzISRK2D4CqmCdqd+PbXvKhGZxqw4GhLOdI6leZklMU5Dwpu6sxJ1C0jWLHRXmHd52/fOD5eBDrWXC2bKO2Y8cOjhw5wuuvv86ePXtwXZfJyUnK5TLnzp1jcHCQhYWFp+4g+KKw1sB3I4v7npRPl6vDamMe9fpGu0ms9bgbITn4NLRKfhJf40fxrCQYj8DTaaYXjzK9eBRl7mmcsZokYrGf6mqNM9bz83jusognuby82BfMzxLf//73+c3f/E201vzKr/wKv/u7v3vfds/z+MVf/EUuXLhAe3s73/nOd9ixYwfnzp3jV3/1V4HGTe6b3/wmP/uzP7umOSORCJFIhGQy+dDA91ndPAuFAoODg3R0dDwwy3svD5NMuNk/RshsYz9vqFG4ljmDSW+DmIESSLNIwTlIi76Oae1FRPxGq2Jq2FAc60cRbSGEW8XWXAQ+UhXQpo+g9TbIKPVygpBTQqph6vLz1JNnwSYwXjdSTGHVJfLO5/FDZ8HOInQfUo1gnBGyug+hctTtJULBfnBukqtUsdEIAvBDV6gX+okkxpirF5GyG8IFKvIjRHEPkahiRl0iZQ5Rk5cpyaskzXGKGHLqGq3mEBV5maK8QVp/iUnVKExsN69QlFcoi0mUOYSWV8iIQdrNS+TkNeo2hhEhYIZyYpot5gCaCrfUCJ1mH0tygHk5TJd+mRlZoihH6TF7WJCDDMr36RD72G+Prfm8P8tgTAhBPB4nHo/T09NDoVDg8OHDZLNZlpaWGB4exlpLOp1eyQo/Cxu1Z43Wmkjks1HL0pQ6NGnyDNAmzGJmL4uZvTzYJaKVTKafpcyupiSiyYaitebXf/3X+fu//3t6eno4ceIEX//61zlw4MDKPn/2Z39Ga2srQ0NDvPnmm/xcjxgdAAAgAElEQVTO7/wO3/nOd3jppZc4f/48juMwMzPDoUOH+Jmf+RmEEI+cc5lEIvHAtsUftzpbr/c7NjZGPp9n//79xOPxNY17UMZXVj8kvPAHIEKY0FZkfRpVPYvf/iUc5y3wBUHkJZzaNVrc69TbvkrI/R5oyAUv0+JcJSJuU9/0NULu/wdAEDmNUzuDsHNUN30JR40ABYr6IO3OdSwJSinVuGmLEr67HdefIRDHKYdLKOs0ZAvCwbURyrafulPG1WGk8qiaHLK0Ez+dvWs7lgaRRyVLaP1F6tHrEJRxamlUJI8vq5R1GhxLiTGiphNfzuLZBFXRCPjzYpS46UYAE3KSqOmmJqfIimESZhu+bWVWDpE2vZTlBFkxRKt+lWE1grQOKb+LijtDUWTRpgsri8wxTpvpoSimyaFwbBJEkWkxSYfpRpHmb9z/SNLvoMduW9N53OgsZCgUuq/1r9Z6xUZtenoaz/NIJBIrOuFEIvHY69toSUXT1aFJkyaPwf0uEeFwnrbUMO1tw2zdeomenvP4foRsdidLmV1kMjvRTZeIJs+Qc+fOsWvXLvr6Go+ff/7nf57vfve79wWp3/3ud/nmN78JwM/93M/xG7/xG1hricViK/vUarWVG/Za5lzmYRnf5Szretk0LXsEd3Z2cuTIkccKMFYNfHWGUOFfI/DB+pj4LqhPY51NyLYslBUCjZQ5rIhR0ZuIxC9SryYJqSLp+Cgm2IoJ9SIS/0Dg9+GYERTvoZ0D1CNt6NhbUD+KYy+STF+n7p+iGi1i3PNo/3WUfBfUdXz9FXLhKyB9VPA5cM5g5Rg1/2uU3fdAQa2wl1jqKlJVqYePYsUHaJZwzUtYcQFp+8lLsFYgnDKu3IWxHiWSWOOijMLIKpVaihAHmYkOEjVbETaEER7GdlHBpS5mcYihbBQtqmC2kZFjGBFQo45j44RtmhlRJGTj1EWZqvRx6glqzibKskzYJvBEiTJVWszLDKlJojZOxCapiSLCpJmUVbTQ/LX7HX6p/qukSD/yPD5v3e3DbNRGRkbus1FrbW0lnU4/Msjc6EC0Gfg+intbFi/zpPKE1V5fT4eIx9l3o50Y1lNy8CxaJT+IZyVPeJJxz2veh2z3dJqZhaPMLBxtuES0rNI4I99z1zN41+qSiPXguUsh4JOXoKbUYSOYmpqit7d35d89PT2cPXv2gfs4jkM6nWZpaYlNmzZx9uxZvvGNbzA+Ps6f//mf4zjOmuZcJplMMj8/v+o2x3EIggDXfbwCpo9jrV0pPjp48OB9Afta+UTgay3RpV/DqX2fIHoMp3oBVb9M0PI6IppB8RFB8jRO8QxST+InPo9UN1FyER07Ct5FBCWC6GFs4iISD+MoTN1F4hNEtlBPXkIA2p1Feq1IkaUSThA4843XnWvIYBuIPLnQItJuwzKMry4SCg6ACLPoXCQavIx2rqJSt7D1w/gyTNG9SDw4SuBcpCavEdNvMCtvY0SdtD5GVZ2nKoeI6DcI4ucASJrDVLmA4yrytTQwS1VO4xa2YZNjVHQSK2PALBWxQKvZjbI+I3KETXYnBW5RFVna9R4WZZmSyNBueqlTwVNFYqU9LKTmQBg2mS7qVInbzSwJg7CKqigTM1sI2QhDskzKplFUKYsS/8H9f/jP/V/EXUMosxEZ37UG2KvZqFWrVXK5HLOzs9y6des+G7XW1lZCodB9c2xk8wr4bBW3NTO+TZo8Rz7eOCOVmLmrCx6mv++H9Pf9kEql9W4muOkS0eTF4OTJk1y/fp2bN2/yS7/0S3z1q199rPHJZJLR0dFVtz1N17Vlcrkc1WqVzs7OFY/gJ+Hjga9b+VNU7a3GNu5gZRph8pBQCFUAA8qcRYd2I+tDVMQCiDRRFgmJiwThV1H169RbphDiKCF9BiluE7inUcE0xfQ1pDmCw7sgFvGdY5RzVcyWiyh9AGXnEaJKIHvwzA58ZwBlepA2ghA1AhGhIOogLGUzjeunUG6BQLZSkjMAVNQQUdONFXmWRA7XduKJOxTkdRJmF8KmmJJXCZd7sfEJcuIarfowS6pMOTFKuzlASd7AT90hVDzGfLJxHmP57QTpcSomC6IP5BKLYpROfZCcvEFBOETsVkqiwJKcoNPsoV4PGE/P0236mBVDLMoZevVBRuQ0vgjo0duZVSMURY4WsxdPjrIgFuk1vcwxSsk6/JXzd/zz4GsPPY8bJXV4muNEo1Gi0eiKjZrv++RyOXK53IqNWiqVWgmGpZTNwPcJ+ez7+H4WitvW05v3SQu/nvVcq4150LiN9Ax+0nmf6LiSQq2bwkw3YzNfIBzK094yTFt6iO6tFxuNM4K7kojsLjK5nWgd+RR7BkMzw/t86O7uZmJiYuXfk5OTdHd3r7pPT08PQRCQz+dpb7/fQ3X//v0kEgmuXbu2pjmXSSQSj5Q6PAlBEDAyMkKlUiGZTLJly5anugnfG/iq+nuES7+Hjn0Op3wGaRYIYq8ijMWJvo0WL2OrUwh8AuVR5hCt7R/h+W1Yk0JQQIkBqqlj4J7B2Dm06UPZEYS8Qi55HOQ5jPwQ4x9DygtYWaQQaiMBaHUDGbyOcM7g2y6qopHB1nISFRwF9RFFFPVaOzK2gAyVwNuFX65RiA0SMduxNgOiRmA3Y00PFTVE2G5B2AhW1NA2RUbmQRj8UJmwbkHLPCUSBFQAyIlJ4mYLLi1MJmaJm07KcpZaaoFErYcMkmpohFipnSCxxJwcZlNwnBF3GKygU+8kq0ap4VEmCSwxJUfpMjvIi3kmZIlNtpcZMcqkGqfX7KRqFYPqDjv0dibUOBNyin79ClfVHWCJTruJL911rliNjQx81ysYdV2Xjo4OOjo6gEaGt1AorNioFYtFtNaMjo7S2tpKKpV6poFwU+rwCJT2sLqOUaFH79ykSZNV8epppuePMj3dkET82CVimM0d97hELD1jSUSTzxwnTpzg9u3bjI6O0t3dzZtvvslf/MVf3LfP17/+db797W9z6tQp/uqv/oo33ngDIQSjo6P09vbiOA7j4+MMDAywY8cOWlpaHjnnMmvR+D4umUyGoaGhlU5w165de6zubQ9bizALhEq/hyBA6ffQ4QMo7wbSzmDau0GDslfx3FOE/ffRRIn1JkBD2M2s+PDWw69QT9VQgUCKGr7jInyXsnsYz53HtXGEKBOoSRy9k6KUOMk7oLtBTeGrj3D8N1hybgCCqD6AUTeoOxcxtS9Ri5yHGISCI9SdSxiVI1/rQ4g8NTVGIjhC3TmPtZ3U7nZL80SjnXCdcRZEmbDtok4e45YR/jai7GJSjZA03QjyaFFD2G3MihKBqBNgcWyUgBrC7UbLGRAWEwMnSOB4LQyF5nFrMXSkwqJYpD3oZVoZ6m6GWC2FFymwKOZJmz7m1CRFanSYTjJyFt9GqIjGeRyXU3SZTiQOl+Qc23QX02qGv1Pvstm2cdDsWvU8blRrX2PMMwuwpZQrbZSh4VAyNDSE67pMTExQKBRwXXelw1xrayuOs34h3j+qwFcIEQHeBsJ39/8ra+0fPGxMqJ5jz7U/oZToIZ/oJ5/sww+l1mfFTZr8I+TjLhGpxAxtbUO0tYw0JRFNHhvHcfjjP/5jvvKVr6C15hvf+AYHDx7k93//9zl+/Dhf//rX+eVf/mV+4Rd+gV27dtHW1sabb74JwJkzZ/ijP/ojXNdFSsm3vvWtFXP/1eZcjYe5Ojxu4BsEAUNDQ3iexyuvvLJiubQekolGxjcgUvkXCKeO9QUCg1AljGzFtIaRziDGbELaRRxxkbo8iGyfA3WbwL6EY66hOIsX/idUWj4AGWDM55H2bYS8Tdn9OpXoOwCY4BjKeQ9EjjKn8OUZpLAEQRJlXaRtJyMDIAyihidyuKYFv7aTnHubSNABzgI1dYuQ3knBRvGToyR0H3U1QkldI+F/nhlnAISl1bxERV6jJAZwzWmq6jJVUWCTfoWiuowlRFE0fIiLcopN+gBleYsMELE91MRNymKRdtOHIMyYGr2r361Sk0W22D3ciS0RiDoJ1UHN1DEEzBejVJM5rKOp4xAyEdJ2B1OyQtTGqIoKReps1bu4JpeIEiVpkxRFkcAKCrgYYZmRBVpNC56o8aa6zK/YVrbbT3Z2+zRmfNdyrFAoRE9PDz09PUDDgjCXy33CRm1ZJ/w0dmSfJamDeJQYWzTeQdxaWxJCuMAZ4DettR88aIza9ort/JU/Jp0dIVJr2J5Uo5vIp/vIt+ykEu4EscqXY62FbsEjtj/OXA97fb3mehbj13uuZ/0ZPOlcTztuI9e40e/hLmGVp/1uJrglNY6UBj+IkMn2kcn2k13aSfAol4infW/rJos4jrXnX+yr5qeTF6qd1PDwML/1W7+1akb4zp07hEIhOjs7HznP8g2+t7eXzs7O+264AwMDbN26lVTqyZMuMzMzpOS/pzP8bwAIRMNyDKCW+hphp2FFVijvI+0MYHGoJH8CKX6IFAHWdiMrWZQKk0luR6ksQs6DDeN4HUCUxVCOkN0B6joAbvAKhgg55waR4AjWaRQIhoJXKYkKFTVJNHgF7ZwHoJ59CS89CVIT1n1YOYgQGuF/kay6CbKOazahRAFlY+RpQ1AmkDmUjRK1EaTtYUZOEbftVOQkwkqipV6W4iUC4dNhtlFQtwFoDV7ljnMTgE7TT0beoMX0U7OtLKpbAHSZXeTEBB7tJEw7s2oYgK1mOwGKYbnAVt3FghxDCGhZ6mKytQQS2rwWKqEl0jZNlU1kxQKBCGg3LQhRoUgag4OmRE14tJokYZvmtsrTYqP8Xv1rtHG/Xd3o6CjhcJitW7c+8XdhLdRqNa5fv86xY2v3GH5Sstkss7Oz7N+//4H7aK1XdMLZbPapbNTee+89Tp069cj9jTGEw+EN1R8/gAcu9JEZX9uIjJefSbl3/3voRdSoENPbv8D09i8QLmVJ5UZI50bYMvshnbPn8J0oheROCumdFJI7mpKIJk2eAs9LMz17lOnZT0oitnTc2DiXiCZN1sjTSh183+f27dtorTl06BDhcPiJ5nkUidAZNkW+jQnakXYJZT9Eqz5MaAvEv0elsp+YukkqPoBvTqEdBx19G+O/Tsj8CCGmKOiXkYko2r2F1S/h2AWE8AicdoqiAtInMHmUTSFEgYAQRbkEQE1dR1S2EopNUyZE/e5TnKpzBbf2EkaOUU2WiZpDePIinhohHhwFDFPuAHFvL0H4Kr5cJBTspyzqVNU8Cb0dbAEtqihzkGk5ihE+AQHKxgBLTobB+iDr5OQ8MdtOxHYzpiZImS2U5BzzYozNej/jMo8vCmwx28nKcWbFCG36EPPOEHlVbBSvyRE0ITzbOFfTaoZubzsVm2eyrU6P2cYkd8iEc2zKbWImYihHluiqtrEYmScrCvTqXYypWayo0WPaqDNHnDayAlyryIkq/9b9T/yO/9NEHrOt8XqwkU4La7H8U0rR3t6+os231q60W162UYtEIivSiEfZqL3omdy1siYBiBBCAReAXcC/s9au7lGzCl6klYXOYyx0HkMFNVL5MVK5UdKFYdqzNzBCNiQRqX7y8aYkokmTp2FVSUR6mPb2oaYkoskLQzKZfKjUoV6vP3DswsICo6OjbN++nc2bNz/wZvy0ga+wU2yJ/ncomUWr41BbQuBhIp0EyY+QwmJDC2idQlHAOAIvPo0ArHOOoH4Qh+t4Kopw4kjAqGuY4DWUOkuRCNp2AQsYOY/Uh5BikqxaQJlOrF1sNKSQEuWdJBO+jTKtuCaNlXnqahLsKwTOLUp2gJjeia9G8UWJim1IT8rhQULFfkRymBpRrG0F5impcdrMIbRdYFxO0mp3UxDXqYpFWswuPBuiGJ8m5XcRyAq+qBLSBxmXswSiTt0mcG0UiyUjIkiqWFEnS56YbSNiOhlRs7SaDvJygRkxSbfey005B0LQZbqYkzNknDyysokgssiYmmKn6WVKTOGnUnTYKGWmmInm6Cq0U9eWy63z9JZbmI5nmZQZDurdnFdzAPSbdsaYR+Hwr53z/G5wEnX32vZpcHV4XJ4kyBZCkEqlSKVSbN++HWjYqC1njwcGBpBS3qcT/riN2lqP8yKzpsDXWquBw0KIFuCvhRAvWWuv3buPEOJXgUYfy/Ztq7Ys1k6EbGQf2S37wBoSxWlSS41scO/UW/TyVkMSkeojn9pJJdYJzj0n9nHcBNZTXvC8HCI20tXhebdK3kjP4HvHfaY9g++6RJS6GZtqNM5oSCKG6N564X6XiKVdZLNrkEQ8KRviENHk00IkEsHzvFW3PShgrdfrDA4OIoTg8OHDj7whP6jr2pqwdUL8Ir7YgiKL4jxB6HOo+g3KqQkqlb20xy/huosE6lWoz1FKDYPtxbHTCKHRbgXjv07QfhtBipDZDHKeQF2mHvwUFfc82DEi+mWsukogb1ENTqPds2g1RDQ4gXY+wJoQOdVo0qBlFr/QTSRZQImXKUoPrIsVPnXh45ouMsKixTyuacWXWeqxOVL+Kabc2wirSOvtVNU4RXEHafah5QCL4jabzQFy8gaGOMFdW6aCO0On2UfNzjEqc7TZHWTEICWZocNsw7cuE2qOTaYTjyqeqNKu9zEiF/CFT5UoIRslRJgJoYmSoCJKLJGnxbRR01Hm4mU6TDtLcok7YpbtZg+X1SzCFtiuNzOp5gkl0mhCwCwT8QLdxRQ16rwfz7K91MJ0IsewXOKg7uWyLFOVC/xvXOHXgsON07lBAelGZnyNMetSbLZso7YsA1m2Uctms/fZqNXrdcrlMrFY7IUPbB/FY5X8WWtzQoi3gJ8Grn1s258Cfwog+o4/Wk8mJKVUD6VYD9O9XyBcy5LOjZDKj7Bl7kM6534sicin+ygmt2NoSiKaNHlSVpNEtLcO0do68mOXiKYkoslz5uOBr7WW+fl5xsfH2blz54q90+PO8zi4/C6SD7GhLgIvhiMrSHmdOWcPschV4uHFlYwu4hr5+E9g5dvAAMZ/DSXewSLJhzoQ8jZQQOv9SLuI0IfIqQzSRkDUqIt5XNNGYPZRcG4S1T1oNUlVXSYaHGVR5THhm7ilPYjEIDI1hVt/g9nQRwCkgpfwnEv4YgkbvI7nXgIgrLdTtwVktYOFaBVpQxhRpyqqOKYFTS+LcpaY3URNLLIoxunQRxmS4wghiVc2U43NsygmSJgDeHKIGTFOj97LgrqFtXECEQLmWZSzdOs+fFHgpszQabcyxzhFUWCr6SaHYVEW6DBtKGp4wqPD7GTamSeQhpI1xG2MVtvBdVmmxSbJiSIzMk+f7uGKLAMVekw703KJWlzg2q0YmWEsXmVbKUk2XOaqLrPJjzCRrPAP6g4dNsY/03s+k8Vt69nd8F5Ws1HL5/MsLCxw69YtKpUK8Xh8RSecTCZfBD3vY7EWV4cOwL8b9EaBfwL8y/VeiBdpZb7zGPOdx1C1GsniOOnCyP2SiHgv+WRf0yWiSZOn5OOSiGR0hva2YdraH9A4I9MD9tN1cWvy4rIchKwWkNwbsHqex+DgIEopjhw58ljd3J444yu/g+FWw6JMzlAyh2iRl1n0diE7LNbKlYyurCeoOseohW4QMl0IOYN2LiCCQxSlxFPnMcUDRJI30Oomwv8yi84gVtSIBIcwzjmMzKL9L5F1LiCEJRAdCBsCNCXSaJFDAH50lpjuROAy5Y4S0zvx1CgF5zrp4CCaKDPuddqDlyk5VymrcZK1l5kOz6HVPG1BPyXnJp7ME/VfZcK5BcJgzRYkISK0MC18QsSoiwq1UJlwkMYVXUzKSdJ3ZQvT8g49wSsMqDuAYKvexry6Q0YuEjM7CeQ4k2KaHXon03KEmo0QJgwUWZAZtplulJV8pBboqreScRcoigp9uodbskxNBMRsgogNE8ZhSiiihCmKGgt4bDEtFIiQlSW6TJIZWWQ2rtmut/NRJEsh7LGtEmU6WuV75Qny2SKHC+KpHA3WyrO0M1vtWBsRcEopSaVSRKNRjh49irWWcrlMLpfjzp07n7BRS6cf3UL6ebOWjG8X8O27Ol8J/KW19m8eOuLeBhbLPIbMQDsRcom95Lr2gm9IlKZXCuR6Z96id+YtqpFN5FONbHAldtcl4tMgT1jPda11LetxXB6x/dM211qP9bjjHsWzaMKx1mM+cF5J0e+mOPcwSUSYbK6PpUw/2aW+9ZdENKUQTe6ilCIIAmZmZpiYmKC/v/8TjTPWOs/DtMKrIq4j1H+DIUCb3Sh7m0T8MguF15Fbr4C0GP91lHgH5BRV52tUww0rssDsxbHzCBFQEr148u5D0eg0NtiMUBVyMoMy3QRqmJpzmWhwGESFeecGcX2UunOBupwgFryCQZFzbmFyXThuBaFqWN1DEY3+/9l7sxi7rvPe87fW2vvsM59Tp+aBxaoiWRwkShQpWbEUX/s6wVUu0hAQOBedDhADcRyggaQ7ST9c+yEIAvXtRtDOQ3fgbnTjdtA3yfVtO5002onj6yGJYkvWTIniTNY8z2ee9rDW6odDUqREiRQnyUr9nuqsvfda65wa9lff/n//T2zjixbKZNCyRkiKkqwCUFTTZPUogVynqHxkq4B21yk6M/RERwDNjDvDgDlEUZynKjfo0wfZEQ3KcpteM0LAHJHTJt06wmp8HS1CAgwxmyBu0yyoJimyNESVLblJl+nDJ8WcXKXf9LMpN5iXy+zTRznjdJqajJs9LMolAgza5oAqa7Eyw/VuglSLKenTb7tZYINtUWfM9FDDsnIlwPUJaRLSZweoyiptoamh6bIJ8jbPORXQb1JsyAZriYiHzDAv5BosZRu4dZf24iILCwtkMplr2cpUKnVPA9UHnfG927beH2atq7IKIQTpdJp0On2DjVqpVGJ7exutNZlM5oHs6065HVeH08BjD2AvN0dI6pkR6pnrJBHFWbLVWfo332Bg8/V3XCLS41TTuy4Ru+xyN7y/S8QsfT27kohd7g2xWIwgCN7jyBBFEaVSCaUUx48fv2MT/g8rdbDUMLH/Cdd2OpS1RYSnXXSUQw/UUfQg2EI7byKiSQQuFfcksegEOCcx6hI2+jQGqDhv40WPgPM60mkSBYMY9uE7l3FMP9gkiCahrNG0XVhRpK4ukNT7iNQMgbUUmxEyBzK/htd+iMA7T5MU2BSwTSBLZPQEjm6wotZJmB7EFb1vW/i40VEq7jxSxEiabtpyh7Zo0bKdoGRdzNCv91GWs9RwiNEPVNiSywybgzRbVaYT6wzbUbbFDHVRZtCMsUlARdToNt04tAhFiGP6WZNbGGEoUydjs6RtljNqm25TYEcWWRAbjOlRpmWbhtxgnxlgXq6zkagzaiZYVKvUxDaTZpBZ1vBtHFe4QJM1WWPcdOFaj5OqyqhJE1ChInwe0oOckS0aQuMRI289+myak1IzYBKsyxb/95GQ39/ay1O5UWq1GsVikampKRqNxj19bP9JzPjCrT18Pc9jYGCA/v7+B7Kfu+X+tCyWfHDG9y6Kufx4F5vpE2zScYnIlBfIlWbJla9KIhT1zAiV/ASV3ARh/H0kEXdS/Ha/ssd3u6/7Vdx2qz1+3Ar07mSuD3Pdg8g034r7Ne/7oPHYrh5ku3oQFgyZ1Brd2Rm6C9e5RLS6Oi2US/uoVEcguskf49vd983rnXb5BJJKpajX69cCX2vttSyv53kcOnTorub/MFIHi8XE/xus+z3C9lO44iUcdwHf/Ay1WBXhLIN+CGW3ESIkkikahCAjQjGPa/pBbhCJJjXbafjgO6dJRCcwzklCXSCSnYAzkhvEo4cJ1TmapptIKLAOiIhAtFHtCTbcLWTGwTP9hHKDlneZRPg0q7HzABSiIzSc87TEFkI/jFFnaah1CtFB6s5ZYmaEilRYKzBOACaPZ7ooCYkRDTyTxpd1inKLbvMYU2oBaRW9ZoSSXKZGjYbJg9hgRSwxqvezJWep4pAkR5kaO3KHEbMHZSRn1SaDpoeANVqiTY8eYVG2CYSmQUe/GxGxIVw8Cw0RsiBK9AY5wjDGW8kd9uteFtUWl+UmD0f7eNnpWLo9pAeZUmtIXBokgAaLss6kKSBtxMuyxV6bIqBOUQQ8pLu4JDU1ERHDpWBdYoHl3/WU+V91H+NXXA3Gxsaw1tJsNq8VctVqNTzPuxYI38re69086OK2j0vg+9PG/Ql8HxDaiVPuOUi552DHJaJ8VRIxw57FKy4RN5NE7LLLLneApNYYplYZZn7pXZKIgZPsGboiiShekUSU7oMkYpdPDJlMhlqtRnd3N61Wi0uXLpFMJnnsscc4c+bMXc//YTK+kfun4PwYAUTOOfCHcZ0V/FicdmhIAFqdQ0ZPIdRrNGwCwyCwhhU1tJlEGcuOCLCijrIpEA3aagZTO0Y9PQ8IUvogkbpE2zmLCn+Omnuy81lEj+A7bxKZJhV/D9abwYgIrbuxxiUWTLAR28Q1WUJZpaKWSOth2jbHtjNFtx6nruYoOlP0hp9izpnDCktveIiK2+mulo0ep+F2Gk906SEC2yJrh1mTTVzrEQqfKk2ypp+yiFNN1MiFXdTdEktymVHzCOfUElBizIyxKucJMITkgTJrcptxM0qZDRYkZGw3DdaoiiYDpou4TXJZVSnYJEnr0RQ+MZ1lw2ljhWVB1hkweRLEeFlVGNddzKkS51SRY3oPr8k6kSxzVPdwXm1TESFp042RO8yJBgdNljItzklBt03Sos6OCJk0KdatpqgM/62c4f8IDjBE558tIQSpVIpUKnXtsX273aZUKrG2tsbFixdRSl0LhG/VBvhB2pk9yGD0k9S1DX7KA98buIkk4lrjjHdJIiq5CWqJvbuSiF12uQveVxKRn6Wv73pJxH52dvbRbu9KInZ5h3Q6Tb1eZ3l5mdXVVSYnJ8nn81hr79yG7DqklLcV+Gr1IoH37/DrB8lmTqGcNlaMEoT7aMQvgMyC6QJZIlRvQ/RztNzXAYhHx7HOm2g5Ryv8ednxlpEAACAASURBVKLYywC4+iGMegtp85RlDGEdhAxpiwoxk0eaCVady6T1HgK1RM05iyzvxcTTtHOLdEVHaTinaakV3MoRNjIbGBmR1XsJbA0tfIwZo+TMgbDURAXP5JFIFlSJlBmgrtbYcuZIVQeIJ3uYdWcZig6w40xRUqsM6yNMyzUiETFgRthkkTYtMnacqlhGK03bCuI2SZft55LcIWdyVGSFJbHBXj3OlGzREuuM6yGW1SqLYoM9ZpJFtUJRtDlgRlgUS8RshrpwwVYpiibDJk+fVZxKtMgHLkkLTRGibIJVBFoELMsGQyZDW0ScloZRk2NWVTijyjyie5iRgkuqzmO6m/Nqh0XRZML0M61qlEWbwybLOjV2iKOJiJuQLRnyb91Z/udwkh5uHsjF43EGBwcZHBwEOjZ6724DfNXjtqur6wapzm7G96eD+y91uB/eu7chm/CdLrbSJ9gauU4SUZwlV3mvJKKaGifwcnf+qPt+eAZfP/4gCuUeZEHavZQc3C/5ws14kF7Dt3PNR+VFfJN1b5BEzFgy6TW6u6YpdM2wb+J59k08T7NVYKe0j+L2BzTO+JC1SLv89KKU4nd/93f54z/+Y06cOHFD8cy9mv9WAbQRqzTU/4ASGi9zHh09jnLewCKoOp1/1FSsitEPIymBPkZF7VyzIvPVAjEzQGT2U3JPkYoOEjmXaKtzJKMnqYoaUWoZr3UImziDliVEeIJVZwErIgLAag+hfJzkMLUrj/fLaopMNEaotinGmyT8vbQSM1TVAoXoCAbLvDtHjx6jqi4RyDoJvYcWipbaQRgH16QIZYNQJ6mJzi/WmlqmT4/QEDvM2CrdZg8bao51ucyImUBbh8tqmT1mmFWxSNNpsFdPMC23CEVEgjie7SSMtoSLi6YpQpZkmT7TjUuGt+UGY1dkC1Nyk4ejSV53NgE4aAaYFutooE4GbItyLGSPyZKgzbyQxHBJ2pCmCGlbS8x0UVRNmtIwYtKsiwabIkbOKNZVnbdUnWOmQMMqfqKaHDdZ3pZVLokmj+t+/kk1ISE4ECbZEC20TfLr7hr/MRwk9z7B7/XEYjH6+vro6+sDOhr0SqVCsVhkcXHxms9tV1cXURT9s9T4Xs9uxvdjwjVJRP6KJKJ+oyQCnqcV7+40zrgqidjtZrXLLneIoFYfolYfukES0X29JCL0KJV2JRH/HNFa8yd/8if8/d//Pb/3e7/HsWPH7ss6t5I6RLpF0f0ymDpJ63XaCKt5pD5ASUhC+RZxfRirLhCps7jhz1FyzmNFcM2KzIoakf4s2+ocQhh8WcW50lmtiUdEGwA/cYlM9DCRXGZTFUnpw9SdM/hqE685TiLmsBSbJ6WHwJaxIqIt2wh9kMCbJzIBaT1AW63jiyZN23G52Fbz9EeHKamLBDZLJ+O0Q1NWKOhh4lHAQs4nQwLHxohEQNHUsfV+6l11GmadTCOLn6rSCg2+03EJWJIr9Df6aXo1ZlSdPjvMiligJCoMm35CG2NGlek1WTwCfBHimQKLsoEVlhVZpc/kUCheUzX26h4W1TaX5BZH9BCXZEhZlJlsF5iPF9kQDfaaYWZkCUTEXpMlokzMZtmSkLEONRGxjeWA6edl1cazkjGTZF42CW0MjQJC3pQNjusMGsU/OD4ndIpTqsGUG/G07uEfZYAWhi+7G/xf4QDpD3mvdxznhjbAxhiq1SrFYpG1tTWCIKBWq13LCKfT6fsSDH4cpQ7W3rqFw8eBfxaB7w3cTBJRnCVXnbtREpEep5KZoJbelUTsssvd8G5JRD6zQHdhmkLhvZKIlamPere73G9WVlYolUp86UtfYnh4+L6t80HFbeVyma3oOXrGL3cGosfB+QnQoGqeJnBeRQhDIKqIMIWrHIpyB2WG0Gr+ihXZcRAV1tU0aX0M3zlJJIu4+iAy8thwpvBMP2gPlE9TroM5hO9M4YsLqNogZNYQXkDF9gHrNNQqhegwDecMyoxSE2CtxMiQ0AgSpo8tAZHcImEKtGSRTTVPX3iC6dg8AEPRfnacaVqihmPGsXKWKiV6ggEq7iKu30cj6+JYn0iGRAmHQmuYKa+JsC0yjRStVIOdeJl0ew/11DZ1sc5+vZdFtQD2ame3Mluyyh7Tg7SWU7JCr83gEeKLEGFdqsQJRJ1F2aTf5CiKOitCUjApyqrM5XidiXoGkUjzuqrysOnmgthhQdY5rvfwE1nGCthrkoQ0GbEZLkvIW4eyiNgg4rgu8CMV4NqISZPksmwSCocWHtDgpGpzuCaIeR7fixmOmwSnaXFa+vz3qsQf6gIJ7jwwlVKSz+fJ5/O4rosxhkKhQLFYZGZmhnq9TjKZvBYIZ7PZe5KpfZAZ3yiKdjO+t+R6H9/74Z5wD2UTfvyKJIIrjTOqC+TKVyQR5SuSiPQIlewE1ewVScTd7PHj7i/8fudyi+P38vPgJsc/qrneb747/bn8KBwgPszncS/4gHU1HjuNSXYak7BkyMTXOtngwjT7Jp5nZfoe7mOXW/K9732P3/md30FrzZe//GW++tWv3nDc932++MUvcvLkSbq7u/nWt77F2NgYP/zhD/nqV79KEATEYjG+9rWv8fnPfx6Az33uc6ytrZFIJAD4wQ9+cO0xMcDo6CjPPfccX/va16jX6++7t7stFLpZxldrzezsLCb9N+T3/xjMIMg1QucNYvoYoc1Rdd+80i74VYzcIqiNE6Uz+GoO1wy+03FNlmiZfqyYo6bOktaHCdQFNII2HTchX27gNScgeRFhJqnQwhqFkBqZauPqIcrCoyXnyeoRmmqZonOZnuAp5mKdoDzXmKCdmsYXFWT0GE3nEkJY4jaDsi5ZM8KCs03SZGnKKutqld5oD3WhWHUXyJYLNPNFtmPrDDUf5lJ6DYARM8wGC0ghqXsFpNgkkhFRIkE8MphGlvlUjUwzTjPZZkZucCCc5KRbBKoc1CPMqWWaIsAzfRi5wYaoMWYKFClRwUMjiVtFW2gqOAyZEU6pCp5VDJsMK7JGQAyLB7Q4K8sc1QW0EPyjavGoKXBBFFmQTR7XBV6RbUIBI8YjxDJo45ySin4bY0MEzBFyQuf4kQRNyGMmyVnZpCklmgQQ8aYMedwkiazmPwnDgqryH3SW+F0Ev1e56uObyWTIZDLs3bsXay2tVotiscjS0hLVapVYLHYtEM7n83eUuX3QUoc7tRX8OPLJeSf3AO3EKRcOUi68I4nIlWfIlufYs/I8rLwjiaimJ2gkdl0idtnlzpHU6sPU6u+4RMBfftSb+meD1prf+q3f4oc//CEjIyM88cQTPPvssxw5cuTaOX/6p39KV1cX09PTfPOb3+QrX/kK3/rWt+jp6eFv//ZvGRoa4uzZszzzzDOsrKxcu+4b3/gGjz/++Aeuf7W47WZcDVrv5mb77oxvpVLh8uXLDIzViI3/OYgQo4cQdgshIkKboyI7WtSWOkMiOoh2LuGbNNgCMEco10hERzHqbVqml1DYa1ZkLbFFQh9gW9aJKJKJJmg7s/jJWZzKp9jOzQCQ9Q/ie+eJRAOpH6LhXAahaYsAx6SJ2Rxz7gYp3U9DbVBJLZFrjSLdLAvuLEPRJDvOJWpyi/7oIAtqi1CExHUv0jYxIiKim7rYBqCWqZFuZUm4KS4mthiKhlhzVlmWq4zrfWyLgA25yV4zwLJYpi4b7LOTnM5sYKRFywQJbfGCGG87VTLNGLVkwGW5xf5okDVpmVHbHNL9TKsNFkSZQ3qMk1d0vWMmxwolek2BRWlJWpemCCkScqDVxWtpi2tbTJgM87JGXRgsGaDG27LBY6ZAhTY/kZYDNsdlKixLn0d1hgtSsiMMA9alYA1xJGdkjGEL8zLkbSJ+Rqd5yRM0HMmndYKTqkURSyrIYGI+L4iQ36TK/6mzeHcZ/Bpj3tNUQghBMpkkmUze4BxRLpfZ2Njg8uXLCCFucI64ncYUxpgHKnWIxT45T74fXHHb9XyYjO+trrtf3rtI6okR6r0jrESfxWtdcYkovcslIjdOJT9BLXtFEnEnBXrvN34/sscfdg/3at27zS7f6Vz3q0DvTue6V2tdf84nxDPY1znuQdJll9vktddeY//+/UxMTADwK7/yK3z729++IfD99re/zR/+4R8C8Mu//Mv89m//NtZaHnvsnZ5GDz30EK1WC9/339OM4oPIZrNsbGzc9Ni9CHyvZouNMczNzVGpVDh8dJBK9+8j9RGM8zaRmsaLngCxzo5aIGbG0LaMEJpANohFTxJ0zRDabRJ6jEjN03LO4IWfv86K7GGazttYEVDXw4TyfCeQlQ2UyUKQZSO1TqLVh05sUvWmKURH0MRYdi/TG01Sci7QlmUK0QE2ZZ1A1HFFHMcmiESLUKdpxK4WqM3Tp8doik2WZZsuPcqmM0NZbTEQjQIOU84a+SAPqolVBi+WoYSDES3W1Q4F3U1R7lDDwbUxoMqCXGdCjxIJw0m1xVArz3q8SFU2GTP9rMdDfNEmrlxSWtASAatNSyANpOGS3GYi6kYJj5ecMkd1H5fVJvOywjE9wguyBgLGTYaQMnmbYNbxSIcBddewTMRBk+eCEDRoclCnuaTqLIiAIdNFSzY4LVoc13mWZZ1p6dBjXaq0WRcRB02SJi6r0tCFZMQ4NIThIh797TazacXLSvPZKMnJwGUTeDqI80aszSyGLzc0f5pUxO7iKcPtPqWIx+MMDAwwMDAAQBiGlEolSqUSc3NzGGPI5XLXAuGbtVvWWu8Wt90huxnf28RPdLGVOMHWYMclIrszT7Yy12mcsXOdS0TmXZKIXXbZZZePISsrK+zZs+fa65GREV599dX3PcdxHHK5HDs7O/T09Fw756//+q85fvz4DUHvr//6r6OU4gtf+AK///u/f9Ob4e1kfO8WrTVvvvkmfX19HHvsKJvJ30LLTXzRJmb6sHKTQE4TmKNY8Ta+ukwiOk7gvIGwScqkALAiJBQGaRO4+hDrzhRJPUSoVqk5Z0lHD9EmxrZ7iUL0EA3nNIEsE2/uY1tWwImwUqJsEi2ahCQoixYAW85leqL9VNU8FQEpM0hLTtGQJbr1HqKwxXKqTNp24ViPSPiURZmk2U/FWaEqGgzoEYpqmUhA2yYBKMfKDIWjlOwyReEhiKFsnUhENEXIiDnAWbWFax36TDdbcoea8DEUgAariSp7W71sxstsokjbFCU2qMg2AyZLD328na2RtR7ZSFB1fBr1gJICMnBGlTkcdRPIkJdki4dsgXOiyJxs8Iju45KMKLkR/b6LthECwQ4J4kRURciMbDNpUpRxeUX6HDNpTss6Z2WLR3UPP3barIiAR0yCGVo08WgjSduQkjDEUQxFSV5VFs+LcTAULDuWS77HGIpNEfETY/lcO87pZoy3NLQahv+Ukncc/N6p/MB13RucI7TWlMtlSqUSy8vLBEFwzTmiUCiQSCR2XR3ugt3A9w7QTpxS9yFK3Yc6kojaypUgeJY91RslEZXcBM3YriRil112+eRx7tw5vvKVr/CDH/zg2tg3vvENhoeHqdVqfOELX+Av/uIv+OIXv/ieazOZDI1G46bz3m3ga4xhYWEB3/c5evQoqVSKLe+PMVceKRhRRZtJhC0R2EkacoOYyWNkmZY6TSI6SlG28dVFRGk/btc0odwgFT7BujONFRGR6EJYDyt8ItLUZAWAorpEPjxAS81SxBC3o7SYoi1L5PQ4giaLapO4zeHYOJFoU1KrZKNHWHJnwW7TG41RdOZpiwah7seKZWqiRJ8epiTnSJhRtmR4rfHEjqzQF+1lRrYIZYO+Zjfl5A5rzjrJ7T2s99aABqPRMBvOIlmTZ1VKHOsQiogKEX2mhzXh0qDCoCmwLossxkvs1xO86WwCTQ6bQWbFKilSlHCRVlAVAf0qybjJcCaniePQHbnsOG1WogZOK07QZTktKjwc5ZhXdeaFYtAmKYkSG55m0qQJcTgvAwasS95aqkQYmyISBis0p2nzsE4RCYd/dEI+pZO8qZqclj5PRV38gwyxUjNpYkBAIYozYySDwrCmYNHC0WaSf9CCGSxPKsUZoZlrJNhrJctovhtZvlw3/Pu0wruD+O1eBaNKqfc4R1xttXzx4kWazSbtdpulpSUKhcJ9c464yq6P7+3wYYrb7qVf7v323r3po2xJ3d1DvbCHVf7FFUnEHLnizM0lEckrkog7Laq6357B148/yKK6+1XcdreSg9tZ907muhUP0jP4+uvuZSHc/fIi3uWeMDw8zNLS0rXXy8vL73FZuHrOyMjINf/Sqzfj5eVlfumXfok///M/Z9++fTdcA53A9ld/9Vd57bXXbhr4ptPp+xL41ut1Ll68SE9PD/F4nFQqRcX5Oyqx/wesIKmPEKnzhOoyTvivqLqdLLfVB7C2igDqFIhY7IznVnCjMYyssKG2SOqO60JbrpONDiGEz7KaJ2kHENbFipAy63jNozTTSzRtjXRjmDC1QlsUkfogRl2gKYoU9Cg1OU1GT7CumtcyuiW1QVYPUcWhnFyjq9FHNbXJplphT3iM827n+zagByjKRaSVbIYuxmmBC+WET1bnSdhuzveU2RsNsOass+hssD88wFmnQih8xs0AqyzjE2LsIE1RJBSaIiGZIE46yvJmosSo6WJRlrggtzmmx3hFlrCixWHTw2WxRQRUySEoUxcRnvLoM0nasTRrnmYwgjWnxQVZZ2jb43xvxCIRR5oJppMtBHEiXKQNWBche0yMUZvlx0qTt5IhE2NVBkg8GiigzWvK51M6gUXxXSn4lElwihaXZcRn/Aw/toaWtAxpSSEM2KOTvBQ4HFaWC8LwuobPhkm+E3YCus84ijeN5mwtzr9pwl/2hcQ/ZCx5vzq3SSnJ5XLkcjnGx8ex1vLiiy8ihGB2dpZarUYikbih1fK9zAZ/0gLf3TTkPcZPdLE1eJzpg/+GM8f+a+bH/zW17Ci58gwTM9/h6Nn/nX0z/y89W28R8ysf9XZ32WWXf6Y88cQTTE1NMTc3RxAEfPOb3+TZZ5+94Zxnn32WP/uzPwPgr/7qr/j85z+PEIJyucwv/uIv8kd/9Ec8/fTT186Poojt7U5RVRiGfOc73+Hhhx++6fqZTOaeSh2MMczPz3Px4kUOHTrE2NgYUkqa4gI7sW9jrQRh8cUOwhRwomNsOG8T05MAtNUUMX0CoZ9g25lC2hGsFSA1gYjwzTi+rFFWM8R1R/7hyzI12wcCmnIdp94J+lN2P7UESBsDYWl6VRK6H9/2s+zMktdjABTVIj3RCWbVNnVZImmGsVagiTCmj6b0QUA1XiGruynoIc45awxEnXXW1Tr94ThBM8tmokpB9IIVBCIgafqYlU0QsKaqFHSetEkypdoM6s4/L3Nyi712lG4zxHlVZMAWEFZQFz7psIs5z6CFZV206DMZ+kyG16XPuOlcf0EWOaL7aNkUF2SdUduFsFAiIG+72RaGljAUlaTXxNlPLxd6kuwLOpmx80nN2JrkVak5I9sciNJgIW/jLIkYCSsoC0NDKB7XWZ5XkovCctB0ZDUBirruuIe8JjXHTYLjUZy/9V1GwzhxA6vCMlgWTPkx6sC8Fhy2ksejGN9tuDwlO4Hqi6HgX4YxzgeCH7Qlv7Tp0vyQDQQflPxACIFSitHRUR599FGefvppDh8+jOd5rKys8Morr/Daa68xNTXFzs4OUXR3mYVdqcMut80NkgijO40zSnPkqrPsWfknWPmnjiQiPUElO0Fz1yVil112eUA4jsPXv/51nnnmGbTWfOlLX+Khhx7iD/7gD3j88cd59tln+Y3f+A1+7dd+jf3791MoFPjmN78JwNe//nWmp6d57rnneO6554CObVkqleKZZ54hDEO01vz8z/88v/mbv3nT9e9l4NtoNLh48SJdXV0cP378WvAhvQZLyT8iklukoxOEzutoWcKJHmdTzYMwtEUZ1+TRskyIpHpFDlFXM+SjY7Sct9B6GF85nUBYRPgiJGZ6qJKmqeZJh4O03TXamWW6gyeYdeexwtIbTVBxLmIcHxs+TNmZB2EpySJJU0AgmHJ2KOg97DiLbKkVhqJJDJIpd41+PUAgF9EqQukkOwKMsGyobbp0NyW1w1YjwInngQ3WnC32RiMEos1Zp0K/yeObHQIZEYgEyvRScSo0RIVB08WaLBHaGIFwgCpzssik7qctAs4mNP1hkkjWaYmILpvAJ0lDNJmRLfaYLGuixpZwyBFjlTIXZI2jugeL5GXVYr9JsEyTqojYZ7q4KCMiYVl0IyZMAhUa3hxI80joctb1Oe2GHNkS/KQbtAw5GLksqZAu63BBePRazZYwzCB4MkzxvHEIMTypXd5QIXUrUM0ECMMZa3kkjJNWhn80OYYDGIiFrAvItT22QoVB8HIAT8dA+pLvNByejmt+Ekp+1BL89orD/zIUkbnNZOf9yvjeiuudI64+cfF9n1KpxObm5jXniHw+T6FQIJ/PfyiXhk9axlfcj04b4ujjlv+v08uc6CY/BO8nT/igsevH76V84cNcdw/X9epXXCIqs6RrKwhsRxKRHaeSnaCWua5xxr1+v/fq3Pu11idh3Y/DXPdjrbu57oOOXx3beBwbvPHxTxn89PGxa6lUrVb5hV/4Bb7//e+/59jS0hKO4zA4OPiBc1hrWV5eZn19nUOHDpHJZN45RsQp/78jXpjDyApYScqMYsQaVfrwzBBt5y0AEno/khabsoWySSQRkayClcjSASqFVQC6o4PUndNgJYnoSTaccwhhkX4Kzw1wSbJDnIRNU1Udv9wefy+tdsB6rk5/NErZ6XRpyetBmsTYUUVc65ExMepqh95oggZxNpwrcob2AFV3Fc0gDgnKch0rDPHAI1FPs1gIcKyi3yTZUttkTJqEGWbG6ey5p5ygkqvTq/dQE1CVZUKhSVmPEVPgDVVHWcG4TbEkdyjYFGnTxznVydxPmjwrYoeM7cVHUhFNWkKTtg4TJs8rqoG0cNCkmFJVjugCAR6nVeeJ5mGTQmB4S1gGrUddBNSF5pBJsh1JFmMGZeGo8SiLiEXhcSiSvOV2XCwO7bSZzWSpxByGNfjSkrKCajtJRlqmpEZa+CwOLzRcagh+VsHLQnMYiWgkOBtF+EoxIi2T0vJPdY+EgH2u4bSBzxiwkeDFoBPcfTpuUG3LizXFE0nDtydCCreRJjx37hzDw8Pk8/lbn3yXvPTSSzz11FO3fX4URdecI0qlElrra84RhULhps4RV3n11Vc5ceLELV1WjDF4nvfAiu5uwfveR3Yzvh8RfryLrYETbA1ccYmozJOtXGmcUXxX44zUOEFs1yVil112+eSQTCZpNps3PXY7Gd9ms8nFixfJ5XKcOHHiPTfbZe9/g8x5CPdhRbXTUljUMOYwbWeatqiQ1Qfw1RSB2Mbooxh1CiMqpPU4oa2TNOOspZt4Okukquyoy3TpfVibYcmdIlHag+laxHgN4tEEZRHRViUwDjGTJpB1QgEV1bnVbjiLDEWTFNU0AWkEMawtEQqfUCTojvYwpWoIGnTpbipqhw1vg2xlLxv5EtBgxB9iy1smodNUczmULRIJTUmEdOk8NdIsqiKjupdVtcV2vsWhYD9vxDqB7LjuYUVukrVJFoW85qu7TJsRU2Abh1lZYryVZjFRZ0qUOar38opTBGDCpFmhxojNc14KumyMkgiYlS2O6W5ekj5ahBwzWc7IKjU0CZtFixrLMmDCeORtxCURwyjoCQK2Y7AqNb0mQ10GvOEantQJpqXPer6HPVpSMyErSrC36tMOE6wkIKNhP4qKMLxZ9TisBK9heFHDzwmH1xse20ZyIAhZSUgyWjJfcxh0YMUKpkLJM0rzw6qDQfCZpOaFQOG0LX4ocLC83pQ8M+Xyt/tCBm6RJP2oMr63g+M49Pb20tvbC3SyuJVKhVKpxNmzZ/F9n0wmcy0QTiaT197LrtRhl3vODZKIUJNurHWC4Opsp3EGz9PyuqlkdiURu+yyyyeDD7qROo5Dq9W66TFrLSsrK6ytrTE5OUku996kwJbzPWrqDABtd4ZM9Bi+8ybWTNASFmslQhiaooxnemmbfsrOBbr0fppqmrqaIx8+xqraQMdaiGAIZAOExpg863SCwFZ+k169j6qcpS48HFsASrRllbweIqZTrDoNrFAkTJqWrLOmlhgKH2UqNgfASDTGujOHQdOggGblSkMMS9wkSQW9zGVr9EY9bDvbLHubjLXHmIo3aYsKY9EAa2qFlvAp6HEqTgkjLOuySUHnsDXNq7kS+6Ie5p1t5lSJw+Ew006bimgwarIEVAjRaJunLZtYAQvxNkPtBBk3y4+cOsd0NxfUDrOyznHdxwuyjREwbOKkMOSty9tSMmgTLIs2b4sGx3WWc1KxJQMeN1lOiyobImTMdNMQPr6ySOMybAQRCd6QcNjEuCADTsmQE0Gef3BDlh3LCRPnEgGobrQV5HRERUm2WgE9VTgVl6xqy5MxwZSxnG8kOeRYXgSmYik+bTTLTZclLRgwlr2eJWUsrxYdjicMb/iKF5qK/8KL+LsdhUVwImk450M+gs+/FePvHgkYT7z/z/SD0vjeiwBbKUWhUKBQKADvOEeUSiUuX75Mo9EglUrR1dV1T6wFP07cH6nDoycs3/1J50V0kz9u0XXx9q2kEDcb/zhLHe6xTMBrlcju3EQSkRunknmXJOJDzHvH+/6w597Lue6HBONBrPtRz3U7xz8uEoulx7HtXanDfeBjJ3Ww1nLs2DFeeOGF99zEt7e3qVar15prXKXdbnPx4kVSqRQTExM3DZ7r8jyXkv8Wx2bRpoZwWmAl6egJ1tzzAOSjwzSdUwAkw6fZcM6B0Lg2jWdBiya+GUWRpqpmAeiJDhBd6RoW93OY+A5WRLg2QS7ax5w7D8BANEzJmSNmknj6EKtuR9rQpXupyy269V6WVJOkhbqsgIVhPcKOMGyrGqPRMCtOx1FiLNzHD50bbwAAIABJREFURWcDIwyx0CFmABcCCqRsnBW1BcD+qA+D5JxTZY/uYk3uYIVlLOplIWzSSBgcKxnSSXZUA2m6KZBgSnW6qx0wXVgc3pJtBk2ClmjQFCFjjTSlRIpl2URYOGpT1AmYFTEOmiRnVBWAh0yKNSTLMqLLKjJWUxERWZvHs4rzqg3Ak9pjRyhOSzhqXC6LFgbLcZ3lgrRsS0PCwj4LTujxklb8rITXYz7Sws+2UvxAW4yAfUJQk5p+P86ltqIXn1nlENOaY6WAVxKdArynY5q3g5CetkdSwrIVVK3gYWVwQjgVSBwsJ1KWVgQXi4In05YXmgKE4F/HI35SVFSNYChm+c4jIUdSN/91OnXqFPv37yedTt/mb8GdEUURJ0+e5Mknn7xva1hraTQa1wLheDyO53nXMsI3c44wxhCPxz8uWd9dqcNPK37ifSQR1zfOSI9QyY5TzU4QqF1JxC677PLx54Nuju+WOlhrWVtbY3l5mcnJyffVUPpih+XYt640nNhBtkaxap642cuaKqJMDi0rlNUlcnoSYRMsuZfojo5Qc84QijoxM4Iwo1ScJRzbxPFzRF6FCuu0Kr3Y7hatRIm+aB9l5xJpvYd1FaBsDC0CttUWOd2PT445d4HhcIxtd56S2mIknOSys4EWhrjN49o2IT5NkkT4ACw6K4xGIwQi4IxTpK/VzU5yi8CNyOourEmx5lSo25AenWVbVQlRtPGAKkuqxP6oj5KsMSMtjokTswGBiCjKgP5okLfdGmvW57DuYUZtI3BpkwDarMkW4yZDl9/mbMIhLSw91mNb+KwRUTB5WrLBKdXguMlyUdTZwiWJi2MblITGw2XMpHlFGTxrmTQel6VPQ3h41gHanJEhD/kOhIZ/SsKoVRQMFKUhFSRYixQIw4sGng48rJF8u+HyaQfecgJmsHyuleDVQFEBhPA4hCYTpXjNzfC4afOGjPNqW3Bsq8rJRB9WCiZdQ0FaajVBVcPhpOFCKCm2LYPaEljJCzXBUxmDiQzfW1ccSFpiBlYDwVfPKb66T/NU93uDX2vtA8n4PojMshCCdDpNOp1maWmJp556ilarRalUYnV1lQsXLqCUuiEQ/mkpgLsvga8QBifeEabrm2R8TXRd2vxWGeEbxq/8obwXWc279cu9l3Pdao0r82vilOKHKPV3GmekaqvkSrPkite5RCS6qeQmqOQnaHrXSSLuxOP2XmZp72Xb5Tv1272XbYTvd6vke912+VbciZ/u/fAa/lgkCnZ5UEgpMca854bpOM41Cybf97l48SLxeJzjx4+/b4GNIeBi4n+kIedI670EagGTWiTefITteBlfFsnoMSJbQwiDtkmKsqMx3nEu0x1NUnMug+3Gp2OXFYkW0nYhQo9mmKNdqJHWvdTVFpvOHIPhMWacVbTQ9Os9lNQMkQgQ5iBFZx2AdWeDZD2Hm4QpVaNfj7LqzFOWZQb0AMq6XHSKZEyKhEnQki2qsoXRXWi1zVqywkClQDFXRNocDeEgbBVfRLSEy95ogLOqhcBnRHexpkosqzKD0Qjz7g6kYFx3sSq36THdLChD1rhUZciUrHM0GuRl1cSIgEd0gXOqSAONa7vQoklZhPQbj14Am+Ss9JkwCWZli1OiwQndy4+cJqB5xKS4QJ1em2RBSvI2oiw0C2h+JsrxQ8cAIU+aOG/INtIoajqGMLAoDWNWMRm4/NB3yACTSnJZGHTo0m7HAMPLEXyaGHFh+c/VBPsdg3AidqzgMd9jMxIYBCdNnM/EDEFL8KrXz3HZ5m3jMe9bjlSrLDppSriEDfh0SjNXkUwFks/kNC80FFUf0oEgJuByU7Inbvn5hOYHq4oXNiT/8fGIXxy80e/sQUkdHmTXtutJJBIkEgmGhoYACIKAUqnE9vY209PTDA8Ps3///ge+rw/Lbsb3pxUhaWRHaGRHWB3+F3jtd1wi+tffYGD9SuOMzDiV3E0kEbvssssuHzGpVIpGo0E2m71hXClFFEWsr6+zuLh4zU7tg5iLfZO66sgKfBGibApjA8oqwrE9+NSpqXkK0cOEcpU1WcOzeYStYkVERW2QDx9j7kpziL5okrJzmSBewi0dodHVGY+EwbUJHBtjSVXI6l5KzjobapnhaBKL5ZK7Rr/uw5fLaKEJFAjTT9PZYUGsMayH2FSrYGPUSQNlarJBvy6AgbJOUqVBOkjQiLVYz9aZDA5y8kqB2oFokAVnFQdFUSRQhARCsyEDenQGQZpTTpnJqItpp8ScqvJouJeX3Y7TwrBOEFhLt41zSkn6bYo10eSMrPCI7mJOSFYSEQebCeaSLbaEzxHTxznZxBeWNSJGjEfOJvl7FXHCpDgtG5yWbT6ju/m+DEAYxo1DhGXCeLwoXMaNYU6GvCZC/mWY4rvSYhKSTxnFWwRkrWS2EScvDWUBK1rwWVz+c93DAk+7kpeMwQQOjcBBWct0JJmwLo8IzfN1h5SwHPUMZyKJaApippOZfTOK80TcoHzBK3QxZCP6hU8tUqyttOn2BOukeKGi+FdZzeubklIkOJoxLAQwJCxnNiWTKcPlhuS/fM3h3z8a8V+NvRP8PqjitgdpL2aMed/3FIvF6O/vp7+/n/shm71f7FZIfUK46hJxQ+OM9Ci56gwT89c1ztg5hRtUP+rt7rLLLruQTqep1WrvGb++4vz48eO3DHoX3b9h0fsbUtFRAAK5gzJjhK1J6t42bVHBNR0ZWEUtEOpJfNmiqtZIX2lg4ZkC69KgbCdBsCWXUY0CXn0f612bdEed8xqyTFoPENgCddmgIZskTMdGrS00ZTrVTxtqk349gbCCKMjQFALHKqywbMoqQ+EYF1WTWWeDkSsNKbZkmVh9mG03IHANOAk8E6NQy3DKrTCoO+9hytlmIhqmRop5VWPA5BFW0BIhSdPDujBYATOqRnfVYa/O84LT5GDU0b2uqBZ7TZ4tEacoIqpC0m09FIIt4ZGxHWurS0nNw6aLg7abF1VAj00Rs4K6MBRsijmhsALeEiEP6xRHTJK/k/CY6Whc52TEQZPktPWoCMuGlew1Dvusw/dbHg+3OyHIa2h+NozzdjXOZSvoMoq8hUEkr1cTHJICi+DFUPIMipO1GK/4ihMOONbSrS3zFYcBYWlYwYwv+AUR8eOK5IWa4lG/1Pkety3tAFLCsqodHBHjU0owb9JcaiU5Jhp0GZ83l0P20kBay5ma5LhnWC4JNnzBWlNwLGv4dMby6z9xee70OwHoJzHj+0nz8IX7JXWQFi/e0StFN5Ey6PeRMlyVRdwghbieq3PdSgpxw9j7fP1+53zQdbfzaPdu57oHsglNnFL6HUlEurZ6rUBuz9rz7Fl7nlaih0r2iktEsh8c+d75Pq7yhHu5L27j+L1c93b39XGd68Nct9uyeJdbcLO2xZubm8zNzeG6LocPH77lHNvqNHPeXwJQVrOk9Si+WsTYNG0ksEEga2T0HiLbQJh9bDrrJEw3bbnDtjNNX3SUdVmhKbcoBCPUY7NYqUnGRlgRHQeHNbVEn95DWS7TJImycaBESzbo0r3EdJxl6WPxyesuyqrEkrPMWHiU87lFIGDkigODZz3WpUPMxmgJnwW1w0DYg9+wXM7X2B8NMOesU5QNxv1+ppN1AmEoiYC8SVATPps4pIzHlvSZUxUmo15A8LrbZEgn8GyELzRGKMo2gREtzjg1jkYFFlSFVeFSsB5bVCiKkAHrsc9meVWGeDZi1HdZ9EIiHHwbAxpMSZ8jJoNnNT+S0I2kzyo2haYmJNLGMTLkVRXyMybFJj6vRjGGhMInpCwtfcYlbHk0/n/23jTIruM803wy85y7L7XvVQAK+0bsBAkQpERZlmjZdLjDDjum27ba7pmwR+Ol58eoJxTtmR+OsWJiIqa9xDjCDo3D9ChGjrCnLcmSSYoUKQEgAWIlsaMWFFD7evflLJk5P24BAkSABCACouR6/xTuOZlfJu499+R7v/Pm+wGnibCjXGcp6XCskGCzghMyYBjYF7rM1F3mjKQWWLa6hpoWvJWLsD9qOBwo3vEkn3Y1x/OSohX0WktfxNKN4XsLin1JzYma4l3ZzC84Id+cVyAEmxOGmRD6teXdomRLwnCxKhn1EzwVN7xqFAt12BarUvYNJ8ZjJFVAfwTG/QhpY7lZDO1/O+cwWRH8xZPhY8v4rhDfHw0rGd+fdghJOdPHVP+zXNr2eS5u+zwTfc8SOjE6Z0+wcehrbLvwVwxcf4Vsfgip/R/3jFewghX8K8Ht1duCIOD8+fPMz8+za9eu+1rYLZbLsa+Q0Gsar0WALwIS4XbG1TilxDiRWh8AJTVOOtzPrJohEHUscaSNIq3LIgJlG1nbpcgETd560rqLUSePo5vBSqww5GSJlnAbN5wFxp0J2sPVAFRFGWt68ZbHD4QlZmJ0h6s458yTKjUyoBPODAPhKmo2zbQqkrJplFVoYagVoZBsaIuHnXlWhR1kTJxR15CuJAGoSB+BS6/uYdSpcU1V6Q0bWWAfS5UEAFOqRptpotlEmXOTLEpDi2lksi+pCgNeO2My4IIss3U5E95mE0zikrAST1hmXcvmUoS3heakqrPTNOZQBWpksAjmhAarWG8i3BAR3pOGLcYF4KowtHlZ8kJwEcOAcWk3klwlxo1AsRqBEYIREaW/mGbGSI4Gkn3GpVnDZDkO2qFNWEpWUA4k3XVJwQgO1xSHXM0qDCcXJWuVJY5lMhT0BoZSWVCzgtNlydNxw9Z6nn+eUTydsigsl6qSJ5VhrCzIhYKxsmBfWjOI5dVpxaGsAWtZ0HE6VYKoo5gLIxQ8xX61yNFJeHtWsj/TsNwbnhP84j+7FAPx2DK+j4uM/rR5+MIK8f1XhzskEdt+h7FVL1BKr7pNEvGXrL32jyuSiBWsYAWPHMlkknK5zMLCAmfOnKGzs5OtW7fedzlVgWBz/bfJqyEy4ZblYxHyy8QMYai5JSKmmUy4iWF3mNawYZFWkvOk9GrieiNzzgKFsIYTNB7xF90cvu0iFCGF6CLpSmMzT0Z3Mak07rIcYlrN0xx2I0w3Q+4UPctEuChLtJo+hlQZLQylmCFj0ggrWJIOMZtZ7p+jqZyiuZRmrEWiVYS4uRm7RFJ3UZAhU9mAwbALgLRJsyAUjpUEwjCnAtaGrVxWcN4psTFsOF5MyipNuptCVJKXIQJF2jj015KccH36ag0y864qszkf420ZMCY9umyciBW0hIqLsSRdtkHGT4s6+3SKaRHhhAx4wsbBQllYhEmhrcAXMCwM23WEpBfndSt4Sjf+P8PWsKaSZCqULADFULI61LSUHF6vOTwtG6TppC/ZWUtwIxSMhJKMUawSlmhFcaaq2Ok2NLWX6pINgSWnBWdqDfK7xTFczUnmqoJNEYNGUPPAqRssgrcLkl1xy7MRzSvTCqlhdcxQ1eDWBPFl3nZ4QfJsxpCpW47PSzIS+uKW/pjgSqmFfcuODseX4jwjF3h7HL47IfkfLu/kypz3yPWuWuuPZcb3J4X4PjKpQ2TZ1eHm7et2dwd9DynDTVnEh0kh4AdZSXO7lOJhPIPh8XrcPopYD/l4WjvLkoju2yQRN10ibpdEZAcppNdQTfxQ4YyP0l3jo5BN/Kjzehxyjfsd93FIDj5KCcXd+j3MWCs/xf9VIRaL8ad/+qf83u/9HgcOHLhvwns7WvUTrPV/hWuR/0o6XMeiNJSda3SEWyg4F9BOjUi4mfFlz9tFNUVKd1BWc2hilHwBDgTROhndRc3OoG0ri2qRlGmiLPMspuYYCLZw2ZlHC0N32MWiGkeLEGglJxtJgmtqioGwl7osc0lV6dbdTDoTBK5GmwSduoMLTgHHSjr9JuYjebyoJS66MGKeJVGlV2cIbZ60aWPUqdKmEyyoKpecHDuDAd52ClghWK+zXJM5HKuYFkmitk5d+FxRZQZ1Bt9GOebWWJt3GW8KmJU+63NRrqQFoYL5mKTfuLhWcjzrsrFsuJoKuSrrbCopRqJxllyJtIp261JDMyyidBvJgqpzSgbs1wkWreQdaRi0DsaElITF+jGskSA0R63hGe1SCRxeqSt2KhhGMw+sLse5oQXGERz34UAEwprilZriqZjhhLXcCOGgllzVgqoVXKrD0zFNriT4Tl3xTEpzpCqZ9QVrtWUWWAwFfgU+kdacmpeUdAuHmg2HSxLlW3JVQUZZpjxBs4HPphu2ZQCH2jUn8pKlvCAhIO1YxiqCHRmDG1ryvuSdWcmhbo3xBUfG2tjZYRgpGSbqSf7DN4v8Zt95nuq1d62C9lFgRerwo2FlmVlBAzclEaue5dL2hiRisu9ZQhWjc+YEG4f+/pYkoil/dUUSsYIVrOBHwiuvvMJXv/pV1q9fz3PPPfdQpPcm1vj/htZwJzWa8WgkVubUCAlvFcpPMSFLpPUqALQICISm2V/PNTXNQnyGlrCR0V1UM2TCJ5hTOXzhYVE4xiXqJ7imKjTrNgCmnRm69Wq6wjVcduaJ2DiOdUDAkqyidRc1ETLqzNEfNqQWKZNlSThIKwmFYV54dPrNFJwkl9wlBsNGKdlJVWQgXMVVWaUqQnwBMU/SqzMccwJWm2YAhlSRjboNYzNcU3UcosStQguLtHFKokFWRpokG+opegqSU00xOkUKxwqqwuDgUhRJAiG4kFRsN2lSVjIRy9DsCYSxzAtN4Fs66nGGJbwnDdt0FGGhpKNEw8ZmvlFhaLEOu704RwLJmIZNtkExAj+C8Bqf71kNa63igB/lqE5Qti5rpcUgUFWFqxsE8VhdskfAkwF8r9zIzg4oQ2ggLAualnnkkbLi2bihzbMcK0rSQLdryQgYXpBsSjQyxIdzkhdSmvfmJOeKknZl6YpYtsUM35uW7G1qXDdH5yWfSmou5gRnlySdrmVLyjBfEFxYkOxr01gE9RoIz6KE5eycpD0CO9wcp5aa+J8u7uGkvxGtNVeuXOHo0aOcPXuWGzduUC6Xf+SM8OOUOoRheF9jfZzLNf8wHk3GF0NEeXcc0+oHQ2nn7m+iuktG9/ZM8YdtlHsoz2C4+2a527PDD5Ol/Sj9ch+H9+4PjeHFmplL7WGub7lwRn6MTO5ao3BG7iJGSMrpfgpNgxSygwQqc0f/98X9OHkGP6q2j3tD2keZeb3fWLe3WfHxXcFDIp/P89JLL/GFL3yBVCr1Iy+YAsGW+n/Pq8n/nbhtI7A1EIaKUyGo9FDNLFKVY3SH61lyhiB0mKxayEoQloIqkDRNJEw7l90bDISrmXHGKMg87fVulmxAKVIjxJIyacqyhCcsnk0AORZUnj7dwaycRdoW5pRHysQpyxojap6u+WbOt5WxAjrzcRaaKlhHEOpWPBrZ4hGVo18349oIb7kltobtDDvz5KRHZ81lLhOlLhpyhB6dZkaWyQmXtI0ABaakx6BOkbaKY05I2iq6dZRp5TEX+qRj7RjhMaR8tuoUS7LOlIgSIOiwDnMi5DwBO0wrb7ohuBG2VkKuJKDZxpkQirQfUoo4nBOGfeUIrykFWA76MU5G6jQHEcZKMdIRn5KA61rwSRvhm5UG6X3WhSPGkPJdFj2HhDXkhAOB5TPC8Ep5Oeua0Bz2FdE6VHyILet3Oyw8LwzfKSkkloMZw/GqoFQSJIGosIzVBRtihmYNx+uSaU+yXeWpRjK8NSnZlra8V4SRiuSTTZrxoqCmBWcWJQfbDHiWb4057G03XCzCXE2wPmIJHcuUlpyalXy2J+TNYUVdC3Z2GEZL0BuBd+cybGsznF+Q/OejaWaeSPA/f2I1YCmXyywtLTE8PEy5XCaZTNLS0kJzczPpdPqBvgOPW+pwL+/sn1Q8kpLF7t7ttu3k1+84pm9b7bS+OwG9G3H90Ynvh0gh4NET3w/r9zhj3evY/cayhmR+imx+lGx+lNiyTUwt1kYh0/AMvkMS8ZDOFD+RbR+k/6Oey6OK9SD9HibWub3Y8krJ4keAj6XJ5t/8zd8wOTnJH/zBH7zv3MmTJ9m9e/cDLfAFOcV3Ev8HLbqfRXWViL+BnK0jo2VC4SGtIl1uYiFiqUcD+sIB5p1hALrDDYypRXzhI62kQzeRUzPEg9X4dUE+05BKNJtGGd7rUqOxdOkU807DX3dNsIH33GkAOnSGoiySNUkmtKTFOixGGw4WG8I2Kjhcdir06RQ5mScQmsGwjTmhmFaNwhpbwyxTKke9FqcpmmFCltDCkjIOa3Sa424jwbQ9THDRKbI+TOOJGFdlBSsg41vStZD5dJaigG3a5YJTI2YF23Qzh1UdBHRbB01Ip01yWli2GsU51UhAfTJI8m3VyJqutpKSCFlVF5zw4/R7Va6lGxnfT9Y13w6SWASbJCxEfNajOLeUpD+mubDMNX5ewLdLEQyCjcJnQki2ScHVoqQ7arkYND7vX4hqvrnYWLO3xw3XEOwSlvNFQVfUcsmTYC2/kNB8c76xhj+RMkyHgg7PMlUTdKctF2uSVltnV8LltflGvG0ZQ0pZTs9K4goG0pZzRcmhtAYtODzbKFe8vdmQtJZjM4qka9ncasjXBfPzgm0dhmMzEm0FP9uruTwvuFGURJTlqT7L/BJcmpP8wmbN//3LIenoD67Tm+WAl5aWyOVylEolEonELWlEJpP5QCI8Pj6OtZaBgYH7/m48LCYnJwmCgNWrV39gO2MMjuPguu4jn9N94p5v4IrUYQUPBiGppJddIm6XRDgxOudO3iGJWHGJWMEKPv54+eWX2bhxI+vWrePLX/7y+857nsev/uqvsm7dOvbv38/Y2BgA3/nOd9izZw/bt29nz549fPe7373V59SpU2zfvp1169bx+7//+/d8tJtKpahWq3c998Nli+8HWdPD/vq/Y06N0BLsZTq6QD1WJm36sBasgbLThHQbZG3CuUF7uIYm3clllSdjOsEKjDDkVZX2cBPjkRKzmSI9YT8APj6ebSfAoIUhpzzSJkVfOMBJd5FVYScAc6pIj+5kgQj1iCUnDVndGNcjQrhcHW5ClekyrXTqFBeVpSQszaZx7qoq0R32sJRQjKoKgzoDFnpNhktK0bzsoHBBVdkZNHFJwUVVZ70XA2vRSuKLDNZKjICLKmCzjtGr07zhBOwyDReIaREyaDJcQRAIuCg1G3zJppLlG1bwZNjI2I4Jw6YwxsUggSclk/EUW41kY2B5pZZmW6lB7C8bWF+SDC8lKFrJWN1huxBstYLX8xEOuo3r4YqNsL1e51pJkjOCG55gu2vYpzTfnpUcWpYpnKtJDljDhULDheFGTbAzbjjkWr457XAo03BhOF8W7MAwVxfkAsFYQfB0ShOtWF6bVhxs1kgsfgDFvKA9AoVAcCUv+FxLyOFxxeEpyf42S1xaYgFcX5KsyxgqgWCmKFklLQVPcHRcsa3F8lyX5tUrimJVsC5ZxFoo5aE1BlJYvnlJ8Rv/r8PIwg+u05vlgAcGBtixYwcHDx5k06ZNuK7L9evXeeuttzh58iSjo6Pk83mMubNC3OPU3a5sbrtPSAwJGjYfmuUNa9x2A7s9CXvbi9vlELeO3SaLUHfN+P4g7sN4BsM9fIPvyBR/SEb4juM/9Pde5+917EEePz+qTWQfdOyHjnuxZuaa9jAXNiQR6fx1skujZAs/JIlIL0siIpmPh+Tgx+VF/GHnP8r344P6PGys29s8ilg/GffNnxporfnCF77Ad77zHfr6+ti3bx8vvvgiW7ZsudXmK1/5Cs3NzQwPD/O1r32NL37xi/z93/89bW1tfPOb36Snp4fz58/zmc98hsnJSQB+93d/l7/+679m//79/NzP/Rwvv/wyL7zwwvvGz2Qydy1gAT8gvg+aQeoPd7PNy3M0epRM2EbRWWBWTZDJd6MSaW7El2jRLShbQ4uAgiwjTDuhmGVKzbIqXMW0M0az7mJCWSLGxZcB19UCfbqbHC7XnQXWhb2MOxNUhUeX7mNINUjfqCrQp1tZlAVmrCVacqA5oOZqkibB2jDLKaeKsoIBneWGKrAg6rToTupqibowdJoYSaNpNy284/h0FyVzGcNlp8yeoIPvOx5GGHpNlKQ1xKzkvIrQa2BE1bgUC9jhJ1mUUS5lLP2hRFufsjBIG6ciJOBzQnk8aRIYK3hZyOUNah5FaZFGkQsjEIW30BwII+Sl5vvlCL1CoKWmIMAzkmg9iS/g3UQTzwjNjcBwrpIkG3qkXYeSE6FagTatqFnB4ZrgUNxwo6Y5X4nTFbUYBQtaoAKL9EEjOFwUPJPWeCG8PisZiEHEscyEgoxv8ILGZ354SfJ0k0F6ltdmFH1xy6q4YdYTVAqCVuExRZyj84pPtGmG5yUTFUF7zLIpZUhLy8tDikM9msOziuOzks92aU5MSxbrgpQPBzo0U3OS16cUB/sNx2cEjraML0lWNxnG8pJyPcVn1hi+danBH3b2GAJjOT4keeb/jPDSrwd8etP7fwQKIUgkEiQSCfr6GprwWq3G0tISExMTFAoFIpEILS0ttLS0EIYh0Wj0fXEeBbTW9z3WTwrxXcn4ruAjg3Zi5Ns2cn3wBc7t/B2GNv4K8x27iHhF+iffYNvFr7Dp8t/RPXWERGWqkX5ZwQpW8GPDO++8w7p16xgcHCQSifBrv/ZrfP3rd8rUvv71r/Obv/mbAPzyL/8yr7/+OtZadu3aRU9PY1PY1q1bqdVqeJ7H9PQ0xWKRp556CiEEv/Ebv8E//dM/3XX8uxWwuImHyfjexNbgE/TqNXgESK/x6yqaasGXjYzrklqi2fTi2Ah1m2FBVkgu+9Red6boDzZyUZVYlEUyuhVswzPYt1lqyzKuYWee/rCXDt3MOVWlyWRQVqKFYU7USZdamXJ9ppoDuvKNzGrcRpkSCRwr0cIyLWv0hRmMzXDGLbMxbFSom5V1VusOLipNKCyzCYdenaBfJzjiaLbphufwpPTp0CmwGWalYcRquusKYaEi48SWs8rjjqHZxNgZpvi+o7gmBWuu9IdRAAAgAElEQVTDxg+KsoVq2LBxGxWGZhtli45w1ksxKuJs1o3377q1pAppqgiGLLQZxVormC3Fec+T7FhmE5cDxYYgRlE4jLtJOpTLoPYpF+F0WbCp3tA0X60aemsBFSsZ9iRJA7sdw/W84HRJsj/ZWB9ydUGkLhAWrtUEMoDn45rDs5ITS5Jnso12jge1uiCpLBM1QdUXPJMyvJeTnKs1cajV0O5aRmcEKWFpi1rm64Kktqg6aCs4PKl4ut3wbIvm5WFFXMJg1mAsFBYEfanGWEfHJc92GybnJaNLgqWiYE+XZku8wLfOKQ70G1xpmSkInBq0JBpOEr/4Vy5/+abkfhSm8Xic3t5etm3bxsGDB9m+fTvxeJypqSnGx8cZGRlhaGiIxcXFh/6e3A9WXB1WsIL7hZCUb5dEbPpNJnvuIomYeIVsYUUSsYIV/DgwOTlJf3//rdd9fX23srZ3a+M4DtlslsXFxTva/OM//iO7d+8mGo0yOTl5K2t1r5g3cXsBix+G4zgPv6BbweahpzAeOH6KjnANQ84Cs2qBZt0gl9NyhpZwM/OqRFXWcGwM1zo0mSYuqTIdy+2m3CWaCs306AEuOzkM8pbX7oKsoW0rgTCMqwL9y64PiWKMibgkvdxuMuuzwetgRArGVIVe0wIWfAyCRjljgHNOmQ1hMxvCZr7v+gyYBNIKfEdgiFC1KTwBZ5wa28IUrhVURAQTCpS2eI5gMRphZ9DECQdOOAEbCg2yFreKCaLELFQFjCvFniDO2TDGWwL2BQ0iXLKWejkJVlCXkuFAsUu7VAspvuM5PK0b7aYMNJWTeFpSQ3DFlzwloLXm8lrV4RlXg7XMakGX7yKUSyAkI6TZr2u4Rc1bXoJNQR5lLRXfEJQgqyyBFZwoCH4mqZnKCY7mJE8kLAlpaZeWC7OSzcmGE8SRRcmLmZDD05LTOUl/1NIesayPWI5OSfa1NK6hM/OCXRHDVEVwOS+JAk+3aoZmJO9MSQ51NtqpEHJlQXPUMlES5CuCQ02aC3OSI2OKAz2GjU2G06MSB1jXYih6gpQBsXy5vnVNsqPD0u1a3p2QTC0KnhowPNlj+R9fcvjVv3Ao1h7sko7FYvT09LB161Z6enpYu3Yt6XSa2dlZjh8/zvHjx7l69SoLCwuE4b0esT04fhqJ7yOSOliiLJcs5i7yg9uGVXec95fP37ah7fY3XL2//+1SiNvNcPQtT+AP9gxutLmLxCJ8/7weaKPcT6tnMDyUbMJzWphramGO2yQRudGGS0T+IkYoyum+hktEalkS8aBzvN953378YWUADzOvBxn3o5BgfFCfH2XcRxnrJ+NJ2Qpuw4ULF/jiF7/Iq6+++sB90+n0PTO+UsqHIr61Wo3Lly+TyWT4JfPv+Yb+KlVSQI5QhNSFJmYSZE0X590ZVoe9TDmTLKo8A2EvU9KnIutY6mRNioIsE6CoEgcKLMkKPboJacrUbZppVaVDZ5lTBUacRXrmMlzpkICmWyeIWoMKLCNK0m6SXFdlrqoSW8J2DILTTp1OEyFtHEoypCoEoY0DFa6oGlvDFGOmyJITwRPQahwWZcg5VWO338L3oz4o2BrEuSrrrNExTjkOPcYyJUMuZl2erimOxlw8AVt1hFHpk7aCq0GCLmkZFYa3heGQ7zLkuZzQkjWej40ptJIUiwlStvHl/F4geQ6XgudyxFesdQxSGPIGdNkhvbyP8khNcTBmqJbhrZqkz7X0Kcu8hlo1ykAUJupwSTWzV9VZKlrO6ThZAlZHfCrW5eKMYFvKcLigOF2UPJvVXMtLZj1BKYQ9TRql4Z+vKQ60GY7nBJeLkp9p0QwXGm4Np+YlT0RzSJHl1euKHW2GsSpgYHZRMJi1nJ2XHJ5Q/PyqkFeGFYER9GcsTRlDJ/DaVcWhVZrDE4qxRcGquGVRwkRBkIzAzw2GfPucAzSzf7VhZFFQLcJ8SbCtx3B+SuLXDCkJUgi+cVrx3B8L/p/fCdna/+D7To0xRKNRWlpa6OpqFDbxfZ9cLsf8/DxDQ0MIIW5tlmtubn5oZ4YVje8KVvAR4KYkIt+2EQJDqjxFJt8gwf033qCfN+7tErGCFazgI0Nvby/j4+O3Xk9MTNDb23vXNn19fYRhSKFQoLW19Vb7X/qlX+Kll15i7dq1t9pPTEx8YMyb+KCM74NKHay1zMzMMD4+zoYNG2hqalQw6xzdwtldF+kPB5hwblCWZVYF67i07MQwoXK06zYKMse8UGRMKzk5SVV6RE2K/rCL85kaiCXWhO1MOPPMyiKrw1WcdRZAQF4oEp5LMnC51O6yMcwy5CwxraqsC5uZD3zmkiFla+nScWZUDY2LRxTwmZU+/TpGk44wIiU+HoNhnFGnxlVVozcX42J7473oMS4ZY+kJYnzXtWysKUbimgtuwIEgzRuORQuLYySdRmH8gHecJFsCxZlIyAWl2RtGmfIdxhA0GcEaYEoYJmpR2gPLNQeuRWNstZCoKY56Lkks21zNeQNe2SW1/Ct1JJQMKtgWwJs1hYtlf0Jz3JPoCkQsOFgmAkGXtRwQhjcqCoFlf6LOaR3Br0dIupCxloJxiYWC1X6FE16GKQ/2xCtMmygX5xUpB3pjlsm6QNcFCQvGCt6aF+xuMaSl4bUbiuaIZVu2sSEurEhaMiCwvLsgeaLV4IZwKi9xpOVgj6Hiw6tXFFvbLddKMF4UfKLDUKyBNpLD1xSfWKMZXxC8PSbpzlg2tRmyruWVs4pDazVHxiSnbggO9RlG5gXzJUG+Cp/dqPn+eUnVF2zrM8wXIevAof/s8ue/HfJvDz2Y7O9uBSwikQidnZ10djY2VwZBQC6XY2lpiZGREay1NDU13SLC9+ub/dOY8V1hEyv48eIOScS/5+K2zzPR8yyhE3+/S8SKJGIFK/hIsW/fPoaGhrh27Rq+7/O1r32NF1988Y42L774In/7t38LwD/8wz/w/PPPI4Qgn8/zuc99ji9/+cscPHjwVvvu7m4ymQzHjh3DWstLL73EL/7iL951/A/K+DqOc9+PbH3f5/z58+TzeXbv3n2L9AK05pr4tPcJbqgpOnUXHbqLM06ODt3IlIVCUxQBLeEaJlSVIWeBVcsFLSSSvEgirMCKhgNDh87Srbs55eZYvyxtKEmfjMkyn0hhBFxRRdboLNIKKiIKplHetyo0ZWHZHLbwjgo561TZvFxiuCQ0wjZRB3xhmVIh/TrKgG7ibHuKJ8KGrndKBvRWIpyVCi0FwzHFBh1jjY7wpuOyTTfGmpOGhHFwTYqCkpxSho0Fn4ixzNZckqGLayEP5LRkZzXOe77DW9blybCRhUzUYyx5MTJYKghGA8VnQsmxmsORmuIADTlDjw+jNUG3sgQITlYlPy81x0qS4xXJjqglhmWdMZzNSzbFGiWE36lEecYv815Jcq4s6XQsva6lI5S8V0mzP9Mg+9e8GH1elbxnGKsKanXN/kSd0XnB4WnJobYGcXQNzOQFnTFLzhcM5QSfa9NcLGY5MiHZ02rpiFq8MlxbFGxrNYRGsFiCrLWEGs7OSJoc+NluzZtXFWcnJIdWadIRy/S8IAp0pizTRUFaWtxQoI3g8JBiQ7rE012GNy4qCmXBngHNqibLsXOSJ3osiYjl/IRka7uhWoeqJ/jt/8vlP/2dov4AS9v9kFHXdeno6GDjxo089dRT7Nu3j/b2dgqFAmfOnOHtt9/m4sWLzMzM4HnePeP8NBLfR+Ljm9i72W44+Td3HLtdvnCHlOFDpBD6ruc/uP/tMR6nZzDcJof4SfUMfpB+j1iCocI66aXrZPOjZArXcLTXkESk+ihkBilm1uBHs49mjg/T9uPqL/w4xv2oYr21F1tY8fF9BLjnjf7b3/42f/iHf4jWmt/6rd/iS1/6En/0R3/E3r17efHFF6nX6/z6r/86Z86coaWlha997WsMDg7yx3/8x/zJn/wJ69evvxXr1VdfpaOjg5MnT/L5z3+eWq3GCy+8wJ//+Z/f9TGotZadO3dy5MiR9527qQu+V7b4JhYWFhgdHWXNmjW0t7e/7/yJEyfYt28fL0df54aapESKaZUHYF3YwbgzQV84wKw0VEWFugiRVrBOt3BdhuSkT2feZTHb8LxdH/RwQ9XJyToAfXmXatpSFCkyNsq8LBAKQ8RKNoTtvO027Nq21GOMxIoM6CRLJKiIgKLUSAvbdYxZoRhVhq06xogsYgU8EWYZFZJp1fii7A4civUK51NZ1hqXaelTE5YB7RA3Mc66DQK4L5Bcdeqkaylq1kFHfRalxbWwYwm+H21stttUqzGadHmirni3FqUZn/HlTODPG8k3ao1Nb5uUYVoYtmvBybJic8xwJmiscT/nBLxccjBC0O0YXAUDxnI0JzmYMRypNtq9EAs5sqQoGUFKWdYmLdGazzulGAebNW8VJULAc1HDSEVwoyaRWA61G2aLDQnD9ibD9bogSYgoGVLK46rfkMX9TFuNt6ZjVLWgK2FJxSzd0nJ4TLEjk+PdSjMRaTnYZri0JJmpCCLKcqjPcOaGZKkm2NVtGCkKnsha3rshWNduOD2tiCjL832aN0YUXijoSFs2dxhODkkqvuCZ9ZpjY5KtmSJLtQyxmGVoTjLQbFjfbPnuBYlFsKbDsr7d8OpphZKWA5sNo7MSXYb2rOWr/ylkQ9+Hc7KzZ8+yfv16ksnkh7a9F7TW5PP5W17CYRiSzWZvZYRjscZnf+rUKbZu3Xrr9b1wU37xuApr3AfuuY48EuIb37LOrn/7K8jsDywwVojvzcArxPehYtk7JRExr7Fw1WKtFDINq7Rq5C6SiBXi+3jG/ahirRDfR4WPZQGLm8T38OHD7yPGMzMz+L5/T5P+MAwZHh7G9302bdp0z0e3J06cYO/evVhh+Wrse4yoRSwNHS/AZn+A05GG7KFfNzEjczhIkrqDUITMqobd2sawFY3lrPJp1TE8W8Z3LQnr0B12ctZtuBVs0CmuyyXW61YuSUhbmF2uZLonyPCe0hSlZUBHWZJ1PAyrdRO+EFxVjTntCGMoLEcdRbtRaL9GIaboKoekZJr3Eo33arN2WBI+2iRYEoI+C8OOxrHwVCXOq7LRbhUCP+Kxqh7je5UoT0Y0p1Ujm3og7/GmyKKVJKtDWlVIh3Y5VktwKBpyeHkN/ZQIebfisGAEESxPxA0ihFM5yd6k4XQoCYXgWSdkuioY8hv9nkmHmFDw1rxiY8KwaAQLoeC5qKZYDzjjNQjVk02GiGc5Mq9oi1ja45bhimBrxJJ24fBCo6jEjqxB1uHMosQRln3tmvmqYTKn6I1UmdYxKsblQLZOPXA5PdeYx9M9BgJ4e1zSkbS0Ji25ukDWYLDVcnRCYBE8368ZmxWMLkmksBwcNNQrghPXJJu6DIVAEFOWSkGwoctyZLSx5nxmfcA7Q5ZcPULctTy5zjB6QzK+KNi52jCRE2zuNJy+Itk+aDk2JGlLWbZ0GC6OSxaKglTc8le/F/Jvnv1g6cPp06fZvHkz8Xj8A9s9CIwx5PP5W/II3/fJZrMsLS2xe/duUqnUh/aPxWIfJ53vPSfySDS+tuDh/dlpVGcMZ0MT7oYssvsHJfluJ7Z3bEi7m+fvbQhvnf/g/nfEeIyewY02H7xR7mPvGXw//R4m1o/sGSwpx/sot/cxFT5LtJYjk79GdmmUzrmTdM2dIHDiFLNrKKQHKaVXYVTk4+fj+9Owue1Rlkr+2NwzV/A48EGL5AdpfAuFAleuXKGvr4/u7u4PjCOEwFqLFJJfqT/DnyX+BYuLZwM6TDOn3TI9YTNTTo5xlWdd2E4Fh6tOhYyJkDUxCrJOWYRgsliRY8Hx6A0ylG2FtGnlnFNlVZjiulPmqiqzO+jmLaeKEYKIcUn7EqvgipIMmBjnZZkbymOdjhO1LiccTcwKVusoY8rDFwJjE0CdealptpKecsh8ookRIdgVKs46PqMyZJuX5rhjCARMAoOhJBVE+BfjcNDCMaW5juW5SoITdRcNvOMrnoxA6Ht8N2hnp6O5IA0F5bC2FjJTN+DCYc/hSVGlLlwOlxz6HIuQlnkjCTxIhmAQvFNR7E5opIBjiw0bsC0xzUVPUa8LYoEFa7lSlQxEDZ+Ma96YcpBI9mQqnAqSRD3I1wQZx7LgC2oaPpXVvDzVuEk81W64UoJ6AXKeYGPGcKUomS5LBqOC4VAyrNOsTht2uFWOXY8Dlp3Nec6WmjDVgJLn0ha3zFUEEtiaNbw+q5gqCnb3GiLScOSiJOrAnl7NqUmFrgqkhoRruTwj2dRhaItajhQlc0XB0+sMESyvnHZpTvhs7zPcWBRMTggGWixzBTg7JvnkRs1iXlDxBMcuCZ7bpllYEHz/PUVHk2XHGkM6Av/N/+Lyb39W86d/GJK6B681xnzk8gMp5S2f4LVr12KMoVgsMj8/z+XLl/E8j3Q6fatNPB7/OJHcB8IjIb6qPUbiU934V4t4R2bwDs8gUi5qXRZnQxOsaUFEfro0Iyt4vPDizczHm5lv392QRBSvL5dRHqF18eIHSyJWsIIVfKxgrX3fIno34muMYWxsjHw+f8vX9MNwM46Ukhgu/23tef5L4l8Y0D1cUlU8YZhVPq06xaIq4xOhkVKpUJQ+HSZOU0lzPelQcUr0l6NMpjwm3Rrbg15OOAWsgFnl063juEiOOJqtuokLToFFGdClHVwT52pMMydqbA6TXHYqRG2UAhGkrVAXljlp2RkkOeFI6iJgjx/h3YiPpwQtqgNDiBGWs0qzM3SpaZc3pWBH6HDFCSlLaPWiXA9cEJajFg5qRYjgW5U4a6QFoVkAlhYDomEMG5Gc0ZJdUqPRXPYzOBI2K80lrZgNJK3FMr7TxKiV9MiA3Y5muOBQ1nAwrTlaU5R9Qdq3RAUUtCCoSZ5Phrw1q6gbwVNZzYmKpENYLs1J1iU0w1XFqWKSn28P+eeJBh1ZmzIkFKxThteuKQ52G44uSU4vCJ7NGE4UJQVfUAngULtmZE7y3VnJ/m7DuzloUjA6G2dLm+X8guRsrokDqRmOTXRiELRFPTZkDPgOr191OTRoOHJdUPegUhP0ZC1jS5LTNyQvbtR846wEBGvbDbGopZwXvH1dcGiD5vCwggCmlwR9zZqJXAQ9YzmwRvPyGcXwtGB9j6G32fD9043M8KGtmlOjksW5xpiDXYbRGcnadosMQEnLV19VXLom+Iv/GLJ78/sf1ty8nh8lpJQ0NTURjUbZu3cvxhhKpRJLS0tcvnyZWq1GKpW6JY34KLPPjxqPhPgKRxI/0EH8QAdB1RIOFfCHi4SXcoRnF0AJ5Josan0zakMzIvN4KpCs4KcT2omRb9lIvmUjGE2qMEW2OEqmeI3+yTdg8o2GJCI1SCEzSDW+4hKxghV8XBCLxfA8730L5w8T30qlwqVLl2hvb2fXrl33nW2SUt5R8rXZpvgPtef5y9hpenUrw84cVREQFTHWBj2ccqtAlU1hC0POElVCVJClZjVWwnTS0h+miRPjsFtn23K7itB0EKNADF/4nHFq7AyzXFYFMHEKbpS49agJw1XlsTdo4jUXIGBHmOSyqpCykmEZp8VoplTIqYhmd81lPHA5lRIMmggGn6K06CCKbxS4mnelZWfoEEPwnXqUJmCtMowIS8lIItXGGnvNCAYQbKyUuWHbqEnB00rztlYsBYIez8FaKCLQvuSAGzJci3BaxHg6FnLMU4ShJZfzSYqAokxwtKT4VMrn7KLL1UCyIWGIKGiSlvdmFDtShuMlxbGC4tPZkJOzilwoSAYhGyJlmqIxvj2meLot5J28YqQs+VQ25EZRElrB0SnBsz2GehVeu65Yk7GkXUvZh+kFwWDaMFVWHJ+WPNetuTYnmKkIlupwoMcgteXISBc7ug03SlAIIvQFHtp4gMvhUclTXWXGl+JMFhXpqGXfgCZm4RsnFfvWGC7PwXxRMJiytKcM1xcUhy8rPrs15PhlRa4iSMcN27uLODbFyycc9q43DM1CQsG5S5K96y3Hr0jevih5frPh9LBkoSBIRC2f3aV5/S1JEAq2Dhrq2lIrwHO/5fK//q7mP/47ze08926uDo8aUkqy2SzZbJY1a9Zgrb1FhK9evUpbW9sdev+PMx4N8cUSWfa+VQkFO9KwI43V3QQ3qtSHyvhXiwTDeYJ/uYbqjONsyKI2tCC7E0Ruu6Hd3fPXv+38/euF7+YZfHuMu3kG3x7jwzyDG/9+/6O5h/EMhgfQC3+UnsH30+9xxnpg2YSiHOmn3N7PJM8tSyJGyeZG6Vw4SdfCbZKIpkFKiWVJxMPO+/bjj0o28aPO66OUYDzIHB8m1srvkX91SKVSlEqlexJfay0TExPMzMywadMm0un0A8W/W+a437Tyq94T/Fn8HdaH7Qw782RtkusyQtR6eEIzpIoMhk3MBnC9Bdb7aW7IPIEwxIgzISQQct6psCNsYUoWmRZRQJI1ioLUvKtq7As7eDPpA4YNOsmULLPKxDjiKNaFimHH510n4MkgxbBSTCho9gUtoaEQkZRkkmjQ0P6OSstaE2GDJ3gtiOJay3YL5yMaaxW5UgJHheQFoCVPSzheilGxkmdczREL9XpI2jaTllAxgmOe4pNRzdWC5O1Qsi1quC7AtbBQkPQqy1wIb1ccDiU0U0WHERuhVRnWOgFLAZybMvTJPIs0c7Uq2RkP0Z5gJJAs5iQHWzQznuCdKUVnVKO1oWgipJ04KmjIJd5ecNjVrElhef26Q8q17GrWnMkpdMUiNUSk5VpR0Juw7Eob3rihGM7BwV7NbEVw7rokomBDs+FqTmKDRj9hLe9OSwaaDLtbLa9fbeiKD601jCxaRqZiODKkO1FnuprEVOpo4SKQnLgm2dBh6E5YvndJIYTl0CZDqQZvnFZ0Nlna0paRWQFVSSoDjrKcHJI8vV5TrwoWi4LFi4KD2zT4glePK9qbLLvWGsIQ3jwq2b3BcukGDI8Ldg5YRASCUPClP3cYuib40n8X0t/duH6ttT/2TWRCCDKZDJlMhlWrVv1Y5/KgeKw+vkJJImtSqDVZEp/uQS94eEMlgqsFvCMzcFMSsT6Ls74JtSYDkRWr4RU8PBqSiD3Md+9B1W9KIkbuIolYQzEzuCKJWMEKHjNSqRTlcpmOjo47jiul8H2fd999l1Qqxe7dux9K13ivQhg7dCe/7m3npeh7bAm6Oe14+KLGWt3ElFzCYFksG8JYFAgYilTZGrYQiICTypC2klbjsigDLqsam4J2jkVqgGFARwisx6BO8qajWVsVjCQsV5XPvjDLWSkoC8u4MqzWLrMyZFxGaAsEE1FNLiLpNAl2eA7flQrSSZ70LKejhqxWjNVipKWmJAXnjcMhX/F6MU4NyT4EF1RAwgqulRL0KcMVC0cCxX6/yLRp4kIo6VOGHmUoGcFETrLGtUyGcN6TbI8YIoHllKeICMuTCc15r5GhzEpLTFgWQ4kL7JCGN02MORNjX7LOcF0xuxhSs4pVkYDrOsZYUbDRMYz4ikLg0BcL2ZIMOTerqIbwTKfmyKLC1TBXknTEDHN1ybkFyee6Ar412qgWt6VVs+ALOiS8dV3yVLfh2IxkZEmyNmKYN4KZmqDowWdXh7x2UREayYZskdkwTX/ccmxY8mSf5p0JxaUpwdYWy5mcYr7ikIxG+Nk1Pq+dTWCsYENbkdlajIivOTER5am1mmMjioWcJa0gHYMb85J4xPLp9XVeOdXYALZllSEeNVwekpTrDXnDkYsSaoKZBRjsNoxOS1pTlq605ZIWHD8v6euwbFmvefXosq55h0FIy9/9f5J/eiXCf/lSyK997sE8f1fwfvzYWKUQAqc9hmhPEjvQhamGeMMl9NU84cUc4Zn3SyLIJH5c013BTwHeJ4koT5HJXSNbHKV/8k2YfPMHLhGpFUnEClbwOHCT+P4wlpaWKBQKPPHEEzQ3Nz90fKXUHVKH2/GJYDVlEfBf3Xk6dZJxp8yIKjNYTRN4AVeaXdJW0lQT5OOWJRmSNk2EokROhHSaCE3G0mRTHHV9doRJzjsVbiiffUGW406IFnAtJllTs5Sjgvekw4BxOC/qVIRlUQjWBymORgAFez3FmaimL4xwUUdoRzMvLe8owfM1l1e8CCGCTcYBoWkRgnfySbYoyykLJ0LJM8Zlqh5h1EjSGlaFZeajcQphE/3KcsNaJrSk3xp2BJojnsOQB4dSmrfrEqdqyYWCdmmYN5J3K5JPRkJerjYI6LaEYVpDh285VlbszWpOlhQXa1GeimuOVmLUrSAMDE+4ZWbziu+GcbZEcwzpJhwEs0uC/oThclFxZFbxQmfAG9cc6kbQlTCsyxg6Xcu3hlye6dMcnZZcWpQ82665URJ4WnJsQvCJgZCxKcnRKcVAk6E5bkk78L0LiqcHLIevw9VChk+v0gzPCyq+4MR1ySfXaSbnBN+7ohhoMXSkGu4Rb55zObjBcvQqDC2keXYwZGJBUfUlx67C/lVLDE9muFR2/n/23jy4ruQ68/xl5n0rHt7DRmLlBgLgAu4Ed7BUqkWySrJ6OuSxHW7b0XZ4bE9I0+GICYcibIfbCoc9nnG0ot2O9njs8LQ3OeQeT9saq0qlWlQLQIIEQHAFQWIjFgIgdjzg7fdm5vxxQaoWsLgUKZXV+P4hkTfz3LzLu/fck9/5DhsTlr2bDSUB+G5nhH1bUwzNFrGSFuSWoKHW0HVT0XZZ8bkWTdcV/+MhErI8f1Bz8Yrkxg3Jzm2GvGepTMAbHYrThw0dlwS5LCzOC5q3W670S/6Xrzm0d2i+8MwPxnV7GqpfnwQ8FTmzREuDPd79H97X9j5FhQfIlXla4I2lKQwsU+hfwSz6UjCqKoLTmEA2lSKrixBCvM/We/F9hYhHkD6773b1UONhbfm0x5FO8/s49x0PT0k67X7tH1eO7Adh62Htr9Eeyi4Sn79FIjlEbGUCgV1bJeJpzvtp9f2XJJ323SSY/A4AACAASURBVBbswrqc2VPAJ/YN9iu/8it86Utf4sSJE4BfcermzZsIIchms7S0tHws+4ODg/cy0e+H/xzqpyMwS1xLZpwcm1YiiHAJNwK+bGI8LyiTDrMqzJzU7PeiXHN8mbMDbhmXnDwZYVAWdukgroDLMkijCTAqM3gCSl2oFnG6Hf9mP+Q5XFE5mt0I160gZjXTYf9Z/lwuyLeN//zeZCFjc5RJh6GVIvZJS+fqI7/FCmZyAQa140uMBQ192rIpEyAq4aoFV0pKMBzWhjezvuN6IqzpLEgOG8NwTlISsAwWJFjL50Oalxf9fdcFDSIAtdpybknRWqJpTymEtTwX0lxZkcy6EiUsx0s06azg0pJid9wwlRe4FjZpjXTT9Bb81bSDkRVmUpIJt4iQNOwuccl6DuMzkh2lhpsrkrQnOL3BI5MXXFiVI2up0kSMpW3MoThoaagwDCxIaoWhOATXZyUZT7B/oyYi4NzY6rhNGpNO0jNRRixk2VVjuDYtfR1hBYMLgmRWcLDWUCShfcAPduzfbCgLWd66qggFLEe2W27NCNy0JR7xWM5YZpZDHKxdwpEBugeiWAQH6g1hYTnXuyrntl8jgXe7fXpD3UbLzILAy8GmKsvwuGBhWfDMPo3WgjOX/f0/e1gzPSXoG5YIYXnmqGV5Hi5ek5SX5PmLr0t+7NNPN/rreR4XLlzg2LFjH9nvbnJqKPSJytd6fDkzIcQm4K+BSvyH559Za//oyc1tjX0qSWBbMYFtxYRelJi5HO5A8sOUiIYEsqkcuS2xrhKxjo+FfKSU2apSZqt8lYh4coR4ci2ViFVKhFqnRKxjHU8CxcXFrKz4TuT8/DxDQ0Ns3bqVDRs20N3d/bHtfzC5bS38ar6RGc+P9ja4xfTEJEZkOeCVcN1ZIq8sVheTUy4AV1SGPV4RAoe3A4ZGHeWOTJMXlpQQCFuEK1yuK499uogRkSbgRbgSltRrh2Hl0eN4nFyJ8GaR/xoOGodaYygxkpcLQY4JwXmlGRfQlLEsuyFSStJhLCelpRfLTDqKYyEuDMsIevOS0xpeWy0usctmGAmH2elBR8Zhf1hz2VV05BQvKY/XUr7ig2thV1BT7sHLsw6n4pqzacntguQ56TGW852x9lXn12bhzWmH2rBhS8gwlhO4GUHx6gLZ9WXJ9iJDeaFAZzKMIE5rpaY3KVnKFREOQJXS3MkpZlcsGwtLpN1yemYU9XGP2lLoGFVYC611mvYpRUTDnWVJVZHhTlpyc0byzEbNq/3++WsoNxSHNWNTksWsoLXeo33UIaAto4sRtpYZRhYkl8ckLzRovnNFYRFsKrM0V2l6ByXJjKB1l+bcsCSuoHdYsneT4eq4pH8CmjcaOuclM8kg8ajl84c8Xj7rV95rrE6RyghmpiVzyRAnmgt09AbBg6lZQX2NYXhSoiTsqTO8e0kyPS/ZWGZ56YTHK9/zj6Nlj8ECF3sk+QKcPqQ5f1WyMgvJJdi53XBjKMQf/rHhH/9Z8odf84g/Gu39ofGjWLUNHiLiK4SoBqqttT1CiGLgAvA/WGuv329MSUu9fbb794CHj6bC2jq9H+xrMh65QT8a7A6tYPMGlCCwLYbTuKoZHA8+lK21/v/BudzPxsce/57I8P0iunfbH18zeI1xD9IMhrWT5T5ulPZJRh1/kBFMo4ktTvqawYvDhHOLAGQj5SQT9SRL6smEnkLhjE9q9Pij2p+ErX9uwc6tR3yfAj6xEd+vfe1r1NXVceDAAbLZLDt37rwXObpbde3jYHR0lHA4TGVl5ZrbtdYMDw+TzKX53qEg1wKSFVFgRfq84ANehDs5l+FYgG06yILMkBOGZi/GCmF6HX9FcpcOkhI5FiliWQi2asGA4yItHEoFaC9ysFIQt4JKo4lkPM6pEo4Zw6Wo71DvdxXT2SDDq4UnTmIZUAadDGFcS14ZlgIBgsbyjOvwmuefpyZlmMWww5V0ZSQ7vSV6wz495MeER3tOkbKCkLDsjRgiBWhbUhwq0lzPS3IIPuVolgpwebXS2tFiTUhD24Ii4Vg2RQ3XMorTIY3rQldSohGUBSxHYprv3vHfJycrNF1Lkp0mw3g6QGWx5GbKoUhZTpVo3phQGAQbI4YtMcPtGclUWnKi2qVzxqE+kiG5IomGDCMZvzLZ57e4fLffwbOCiqilOm4IFaB7THFiq+bClKQsbIlbCIcsV6b8Y/hsQ4G2G5KM51ActuyoNkgXOgcVB7cabs0L4mGLTgu2bLCcHfSf4z+2x+PSkOLOkkBJyzPNhrHbgqFJydZKSyBkqSiCc5cFp/YaOvslQWXZUpzFCYa4PLzK0a2fpW80QTIdJBy0HN9rGBsTDI9LGrcYjICaUkv7OcmpFkN3r6Sq3CILUF5m6bqqkNLywjFDb59kYkrgOJYj++bouVJBPi+oq7H8n//B5cVnn/xPPJPJcPPmTQ4ePPiR/e4m292viMwPCY8f8bXWTgFTq/9fEUL0AbXAfR3fpwkZdQjtKyO0rwyrjU+J6F/2HeHBcbLfGUdVRZCNpThNCWx14l+syPI6PgGQilRiE6nEJiZrnyGUW1WJSA5TeaebqjurKhHxbSTja1Ai1rGOdXwklpaW+Ou//mv+9E//lGPHjj3x5/VHFcJIpVLcuHGDqqoqGhoa2OFqfi0wTMKGcK1fVS1LCIsALLdUgSZdRNhqziuFxGOHDnJTFRiXHg1eKYOOixYwrmC7doiZIG8XKfakXfqKBMvSUpMscFvEQMF5KTmZC3En6HI1GSWApCboMinhsoVDy1FeQ0EANgtLULtsTEleI8y+wiJXoiX0a8kLnkd3BrRU9DklnAxopAuvLjrsChumBCxZQThncVeDGz1pxZ6IocRq3plzCAnLkbimK61wCrCShSJpSXqCQkryUtzllds+XeJgieZmWtIcNrRNKQ6Xai4sKc7OKU6IeS6mSshZRSFlOVquKWTgtVGHQxs0/SsSTwuWFyS1RZapNHRMBfh0nceNOxFm8pKwthwoy2LzLq9cK2Z7IsOMF2IurdgRhbsx/I4RRUudxs3C5dt+KeBT2zUrac2bVxzqSjRGGcYWJcEC+MWDLRdHJHtqNEUSzo9LJhYEJ3cYlLG8et6hNGY5vE1zc1JyZ0JQEoaymGVkWnCiyeC4YK2k/YqieauhWBY411uEEJbWAwavYOm6XEFp3NK8LcetCYehG3liUUNpcYSBUYdn9mtsAayF9i7F4WaDYyznLyqGR+HEYYMjLK99TxErspw6aijkLJ2d5dRvtQhlWVwSfOXLDs+ctvzhH3iUlDy5387DRnzX0uH+JOORGNJCiK3AQeD805jMo+K9lIjoZ2pw51zc/qRPi2ifxG2bhFgA1eAnx61TItbxcZEPlzJbdZjZqsPfp0QsDpNIDlG+8B5KRGwby8X1FILrlIh1rGMteJ7H7//+7/Ptb3+bn/zJn+T48eNPZT9rUR3uSqRNT0+zc+fOe+VYi3H4P7Lb+HfRIWpMhIh1OOdonKikPi8YDnnksFjiWHIUBNyShh1ekAxB2gKGg16Qq6pAWlgSOsxtFGC4VhTgQE6z6OW5qsopEpItxjAqLTctNC4Uc836zkNlPsDmYIFoNsJrubBfOlgYxqzgeTdMn1Rg4EqwlOM2h5t2ecMrpkpnKAtYFmQQm7OgfXt9OUlDyLDP8dUTAE7FNWcyirC2zKUl5Y5l3hNcSEpeSnh8d0KhrWBHzDDnQEPA8Pqow8kKzdlFxcUlxWdKPHoWFBktuDQvOVqaJ7eYpmOlnKYSw6JrmMsLZAZiq4tiPbOKPWWaqAudMwopLK11mvEVwZUxRXHQsjluGFuWODZIJBjEWhhMFlFV5LI7vsSZQT+a3VKbYWAxzPKiYDEjfMrCHcXMnEdEZwioEkYWAsTDlpcaXV7p8Z32A1s0yZwgtSQYWBScavQ4M+Cg85a5BcHmCsPYnOT6qORTOwyvX5BoI6gqtTy/16PtgqLgCo7uNgzfEYQ0XB4IcqgxTc9AEZkVSy4l2FRpGZmUZHMhPrXH8L1zUcbvCErjmlO7F2g7W4q1gl0NORCKmSmHqRnB6WOGcz0CZSwDQ5JDew09VyXpFYvSUJYoMDAUpqLMcmi34e13JH/zt5I33pD85z92eelzTyb663kejvOjp6z10MltQogY8A7we9ba/7bG9l8Gfhkgurn88BdG35/cdr8ks0ehETxIp/e9fU3GozCYIjew8j5KhLOtmEBTAtFYhowHH8rWw87lvTZ+EIlya1EkHk0z+Pt4Hy1iTYrEe2w9iAqxVvsnlerwpGwZTSw15TvB96NEFFWBXkMl4nGpAU+DNvG4454UreKfWrCz61SHp4BPHNXB8zz+8i//knA4TH9/P7/+67/+oT5dXV20tLR8rGjS9PQ0uVzuntZoPp/nxo0bRKNR6uvr14xoTYo8fxS+wx3h0C+zGAFhAztNkJtSMS/hgBegV+UQwC6vmDkpuKX8G/mw54A1tNkQCQtl1mU8KKnKulTl45x1/OMpBzZKQyYT4oYX4JTy6ACwltNukBFPMWr9Z0ZryEN40JYOUKMMSsG4kbQUsrgrWS6H/OS9aulR52boycTQQtISSNFtY+xzNKm0IO/AhLu6pB93efuOr6SwOWzQEsqEZWBWcqTM0Lbon5tPlWpGlwUjmdXqYxs0BRc6b/sRWxWE0azkgFgkGopxdtYBIaiJGpqLDa+P+O+PU7WanjlJY8AwtSIpjxluLCiqooZdMUP7bYVrBCVhy6EqzZkBRV4LjmzSXJ+VHNpguDAqaa4ydI0pQsqwL57k5nwRy4UgjrQcrl6kdzxOquDQUGkoGNiSsLT3Sk7tNJwdkMRCsKPMkHGh97Z/jJ/b73L2qkMyLYhFLM1bNV5WcOGmH9FdyAjKiiyjI4KDOy1nrvnX8Jldhrmk4NqQf24+e9Tjcq/izrwgGrYc3mNJLflJadu3+NetNG7pvig5dsByuU8QUJqySIFoNM+1Vaf++WN5xsYCDNxavVbPaXq6JTMzgmjEo6VFMDMpuHFDUr/NEolYykqg7V3Jv/7Xmq9/3aO6+rF/NgDMzc0xPz/Pjh07PrKfMQbHcQgEAh9vh08W931oPJRWkxAiAPy/wDfWcnoBrLV/Zq1tsda2hDY8Jab1I0BGHcL7Sij+0lZK/9c9xH+2nlDLBsx8juwr42T+6DKZP+8l//YEeiL1IyvbsY4fEKQiFa9jcssz9B34t1zf82+5XfcMnhOh8k43O278PXsu/xmbx75LYmkAqQsPtrmOdfwA8eqrr7Jjxw4aGhr4gz/4gw9tz+fz/NRP/RQNDQ0cO3aMkZERwE9I+/SnP00sFuMrX/nK+8Y8++yz7NixgwMHDnDgwAFmZmbubXMch1/6pV8ikUiQTqfXnNPDJKY9CO+1MTc3x+XLl6mrq6OxsfG+y7g1NsQv56u5LTx26yhYcKxgUkSJWf/lfslx2avD7HZjnFGKO0i2rAYrsgiyuRgYSAqY1YL6ZJ5UoYQ2HI6tfgCvAJF0mMJqsOGMdjhh4aQb5J1skKwWbBX+3G1WYleTzCa1JO/BkUySi6kQl2UZrSGfzlEmBNP5GJtXE+y73RgnvSUGZy3DWUkurdnmuDQENGcnHVpiBqxlLCepwmIzkDOCtjnFqRLNnqima0qykhfsiPn7SGfByYEScDstWVg2tAaXuLRYytk7AY5WGELSUh+2dIwpDm7wx52blDxTorm1KJnNCEYWJKdrPMIFeGvIoanEUh6xVEUMFwYVR2r9Y+8aV5yq0ozMCDIFQdeY4nS9prnE0jVeSlHAobGiQFkoy42RGFuKVwgqzeC0ZEvMI5cGawXtfYqDmw27yg1dA4r+cUnrDs2+Os1bXQ4lEUtDjSGdA7KCkIRw0NI7ItlYpClRhlRG0NYjad5keXa34e1ORd+g4OjOLI3VOc50KPBgf5Mh70JuxXe0KsosQ6OSkqglLHx6w9kLktqNloNNguHRKNf6Sjm40+XUvhRvvhni1jAcbE7SuDXHmTaBEHDogIc2goUpQVDB5k2G4VuC8lKLNZaiIss//qPi3/wbhz//c8nHcW1+VJPbHkbVQQB/AfRZa7/+9Kf05CGUILCtGLmthPCLtZi5HPn+FbzBpXuUCBELIN9DiWCdErGOj4E1KRHJNSgR8W0sF61TItbxw4XWmi9/+cu8/vrr1NXVceTIEb74xS+ye/fue33+4i/+gtLSUgYHB/nmN7/JV7/6Vf7+7/+ecDjM7/7u73Lt2jWuXbv2Idvf+MY3PlKSrLi4eE0dX/Cd44/78lVK3ZNIy+fzHDhw4KGScLabIH+creJ/jk6xM62Yd8L0hyFhFHXaclt5GOuQNRHAJSlAWMXhvKIjHyGD4FDKci0uEFKRSsUJRRRIy1krOOlJcq7iTD5EOYZtjuYWElEIYj1fWmzGSMqxPK883lp2MAhORTVntKQonWGsEKU+ZBlwoT2leCHq0b2gWNKCMmPZEdJkPcHN5QT7iw2dKcu8CVCczhDMFVi2JbQvKFqKCyxoh5E5ScHAvmLNlRXFnYygUliMhfm8IOtJXij3ODOqyGrB3lKXoRRsD2t6phMc26g5P6vonFb8WLVH15Qi5QquTEtaazVeBr7b77C9zBAPWpbzgplZSV2xZWTR0jstaanW6AIkc4L2YcXJrRphLK9fU8TDcLBGc2lSkl8G60FJxDKVlGx0NTvLJe/OBEneCVK/waMytkL71RgWwaGty1y/E8NbsYzNK/Zt1lwZU8wvQsKBcABGpyXhgOWlfR4vn/U/cOprDBtLNf0DioVlwcl9HhcHFXHHcuGy5Fiz5nyvYmZWURzQlCUsY1OSmQX4XKvmjTOKfEFQVmJ58aRH2xlFLi9o3mHwjEW58Pa7ktbjmgtXJLGw5OrVIk4cNXR0SpYWi4gqj7JEntHbERYWBId2L9LfX8bioiQctvz4S5pXXpZoLaiuthw/7nHunOLsWcXf/Z3hT/7EY9euR/eAH+W398OuJPcoeBjyxing54CrQohLq22/Ya195X4DJIYIGWDtpf/3lftdg9bwKDQCzdpJC2upOmiUH/zeoIhsKIFTJasqERkKA0kKfXPoSzPvo0QEGhOYeORDtu5/DPqhjkHdd/v3j8db44bT6j3H43x4u7pP+eNHUYhYiw5h3luK+UFUiPe1r642PAmd37XK/f6wbK3Vfp+yvNoLsxjeyWLlzu9TIub9BLlNE28Db3+fElG8nUy0Ehz5YfsfsPvUFSKeZNnlh+27TnL4oaCzs5OGhgbq6+sB+Omf/mm+9a1vvc/x/da3vsXv/M7vAPATP/ETfOUrX8FaS1FREa2trQwODj7Wvj/K8VVK4Xnex8oWz+fzTE9PU19fT1NT0yPRJnabEH+UreJ/k4uEtX+TJqVFGYej+SCviSBIw/GCQ3fQI2YFg5koG4RhVEJPMMypnOFOzuGaClPuWrYGXEakxcuGkdoP/c0LidWCF4Xh9ZTvcJ0MazpcSa0xXE0qGoOGm67iTEZxOD/HEGUsWUm2YGkOaZY8wdU5RVPY0JOVLHiCuBBsMYY216FjSXE4rrlTEHi5MLe8CAfjLhfTAYZXLHW5JaZ0gqxV3FiSPFvhcX1WMpRT7E4Y7rhQ5lgujCoOlhnOziquLgY4XZ5ndClIxhOcn1S01mmstrw64FAbM9QnLMNJiU2DMqCEZWhBUh0zHC3XvDnocHMWjtRpFnOCsTuClbzg2CbN+XGFm4dsWrIhZplZkVwZl7zU5PHyBQcQVMVddpRlyaaLeLdPcaJJc3FMUh4V9N2K0bLd0DWkuDxazPHNK/SNh1hIOyysSD61K83lmxH60pKackPtZkNpCF5+J8CR3Zr+SUmhABOjkl1bDGeuKs5ecXjxsMfIuCCZEpy/rHjuqMv1m4aRuQjRiOXUIQ0evPy649MbApaAhLNtigPNluuDMHhLsHerJRK3fjS6Q/FCq2Z6RrCUFHR0Cj59SjM1Lum9HsZxLM+c1KSWXM6fqyCRcGnenSQQUPzz/xenocHDcSTGQHe3ornZMjoKvb3wsz8LL70k+I3fsHygMvhH4r/biK+1tp0f4deRrxJRSmhf6WrhjBRufxJvIEn2lWWyjCMro6imEmRjGaIm9i8qe3EdnzCsUiJS0TomNz2kSgTrKhHreLqYmJhg06ZN9/6uq6vj/Pnz9+3jOA6JRIL5+XkqKio+0vYv/MIvoJTiS1/6Er/1W7/1oedncXHxfakOH6XI8CBYaxkfH2dqaoqSkhJqa2sfy84BHeZnlyRfrVW0eA7dToFqo+jxwtRKw4SynJOW0/kA1/NBbltJoqCpCximHMVyLkysIEDCvBXgBnjWWF7L+7/r447LeQv1FnpWguwMaG5oxdmc4sWgR9eiYskIssbSIDIkrWLcLaMxbLnkWZaNIOkKtmvLu65k2lUcjGkmXYFKQ2dOcSSh6VpRDKQkB0KGy64kawRXkw7PlHncXghwJVfG9iKPRe1iteX6uKYu4jJDnOtJyaESjZuBxbzk7JTiYGKZnCjiwkSQaAB2lmpuLCoKOZBaEFKWiZQklre8VOXySp/v0O+v1txOSWoClncHFKe2aM6MKUYXBFsilrwSzLiC87cUn9vh8vZ1h6wrqIhZ9lRrShx4+UKAlq0e1ycgnROUBoqoLYexeejoV3x6l2Z0SrCUFnTdVJza7asnnLkWpzxuOVCvmVsyXLkeYkM8DTbI5HyIzaVZ8ByEkHRdVzRv0yTClrOXHMbvwOHdmnjE8voZh2DA0npIMzwmuHLFoJRkT4Pm2qCCgiWbFVSUGoZGJbvqDRvjlht5wbkuSW215cRezXdf912wvc2GDeWGN99c5XOf1EzeEdy4Ikml4NQJQ8d5QT4tmJsL0NiYYWAgSnNznEzGUFnpMjgYoK4uTWWly+3bcTo7JRs3Gk6eLPDaa4LeXsl//a/wn/6T5rOffbjorNb6k8bbfSL4lxOb/gHAV4mIE/3sJoq/3Ezxr+4i/FwNhCRu+yT5//sauf94gcI/D6FvLmALj/dAXsc67uIuJWJwx//I1QO/ysiWz7FSvIVEcoj6kW+z99qfsn3kv1Exf4lgIfnDnu461vFI+MY3vsHVq1dpa2ujra2Nv/mbv/lQnwdFfB/H8c3n81y+fJlCoUBzc/PHDlYczcPXxjJcVJrWfIjL+TDTQpA3ihojKLYwmA5RkfL1eJOBAGmCnMgF6MyFOGeC7E+nwVqaXEHXcojG1eWOc16AF7FcTzrMG8FEQbLH0WwWhp4FRWPAELCWFSNY0QF2o5jxJF0pRbMybBCGaAbOLUmOFfnn6kZasksbFgqCvBFcWJScjntswvLurKLcsVQFDSEBcwuSmpC/DD6UdqhwFDvCkhkvQs9KnMNFacrJMT7hMjpv2Rpc9o9RxyjD56rOZQWjS5LP1Hpcui05d1uxvdhSEbYcKDG82uvQutmf25Upyb64ZjEtcLXgzLDiU5s9Eha6RhTLacHBGk3zRs07Vx12bPDLEM+lBGXKgn+K6R5xqE4Y9tdA34Sio9+P9h7YpDl/XTKbFBxtXL13XFhcFtRWGOaXBXMLgqaNguWMYmCyGCUCPL8nzbmrEdqvBNhenWJbZZblRcP5q4rThzRKWsIKrl1XHNypKbiCG0NQEUoipWJ6Psj1AcnnT7p09Sh6rih0QfDpoy7T44K33lU0brFs32qorbB893WHk8cM8bglGrB0npG0HvM5zQP9kkQQqqosKyuCM+2CF58z3LkDY2OKwcEIX/iCR1+f5NKlACsrDi+84KF1hAsXSigqMuzdu0xx8QKvvmrZujXPjh0emze7/Kt/5fKlL7ncuvVg6sN/txHfx4HAErq3zO7/+yRUHdaiNdzP1vepBO9Z7n+UOQi1SokoQ5/agMl4uIMrFAaSuB+gRKimUlRjCTIevGfrQVSIhzmG4L22+4y/W7H4vdvV2pf0Li1C3Zfq8B6KxZollh9ULOM+L6d7ZZV/SMUyHocacL85PMrS/4P2sUabZpUSUb0TXENRapLEajR409RbMPUW2XCFT4mI1/uUCCGfDuXgSfR9HNrE+mLKDwW1tbWMj4/f+/v27dsfipDe7VNXV4fneSSTScrLyx9oF3zn9md+5mfo7Ozk53/+59/X50k7vrOzs9y6dYvGxkZKS0vJ5XJPJEGuZdnlTzJF/Dsj2I/gnNJMC9ikFduykjPagYDDKW04ryzbc0F68gHqlWYYyeVQnB/THm+sBPGEwOQFuyIG18D5xQB7QoaegmQFQbIg2OpZ2jzJvKdoNMssBotIFBQdWcHRYk1nRtGXlpwMaS7mFQUr6EpKWhOadBrennXYFjWEgpa5giCdEpQq39kZTkvqwoYjIc3bdwtPbNRcTUqcAvSlFPtKNFeWFMOZKPujhs5lQUZLcjrGoeJ5bs0XM+wG2Z5wSRnFhrClfUBxrMbQNqG4Pif5dI3HxLzEWEH7LcXxLRrHs7zV7xALWVpqNTdnJNMzkqCEipjv4GbSUF1k6S3ApTFFTYnhSIPmtYv+XHdXLTGZiVOEoqdfcqJB0zGoWEhCUMOGuGV0VtI5oPjCAZfXuh0KniBRZDndrBkZF3zvgsOurYbllGXrRsv3zkdp3a853yeZScbYFC8gigqMTwdo61G0NicZGYkyu6CYXVCcPJhhfNRw5WYp8Zjl+H6NY+HlVwI0bDMIx5LPw7UrDo31hpuDkpuDghMHNFKClIKz5yWnj2ryaUilBG1tiqNHDBI4d86PS5444V/D776qCIctx4/nyGY9Xn21iNJSOHbMcPs29PYaYjFDc7NiYEBSVxcgkQhQW2sYHg5w6NAii4sexcUxXn7ZYX4+zXPPKX7918NEIms/eB/F8f2XtBL+oyfQ9pTwXkqE1Yb8WPYeJcJ7ZRQYRVZGkU2lqMbSdUrEOj4ehCRdXEe6+AOUiKVhKqe7qJru9CkRY+icbAAAIABJREFUxdtIxupZia0XzljH4+PIkSMMDAxw69Ytamtr+eY3v8nf/d3fva/PF7/4Rf7qr/6KEydO8A//8A8899xzH/mM8zyPpaUlKioqcF2Xb3/727zwwgsf6heJRMhms2vaeBTH1/M8BgYG0Fpz8ODBe0u0H4cucRd3lSGeNUH+d2v4nzAc14pOqSlKSa7nHKqDmimpOGMkL3mCb+d8WQWrBduVB+ksb7txDoc0XZ4iiWBjTlDuGQaNoDOrOBzWjHmCUAY685JmuUKvKGZMFnPKarpzkoIVdC9LTiU88jnBW/MO9RFDWFqmCwI3BUWrl+VWRlIVMnyqSPPmtP+6P1Gh6V6SVBtLz/T3HdyuWcmzpZqOGUXKE/QtSForPebmBW+PKTZHshSCIYyF2XQpzRWG9knLUDLAjmiSwpIk4xbTNqo4WuuHa969oQgpOFqn6bztF8WYW5ZUxQx3UpLeCcmzWzTf6VWAoLLYcmKrR/+o4uao4Ei95sa0ZGvC8u5lxcG6FBdvx+ifSdC6zTA256s8dNxQvLDX49qA5M6iJBaxHGvUBC18uz1A0yZDzrOkMoKJccHmCsvMoqVvRHK62cPNCZ9ne0mxd7smHoAzl0JAiJMHfc7y2a44oYBh7/Ylhm8XMT5kQITYWa+5MaxwNOSzfsW1wVuSzbWGxi2Gt88qZucUFeWWz31K88qr/nXY2WTYsEHTdUaRywmOHdPcmREszsHoqOB0q+bceYmj4OpVyfHjhnPnJOm0IJVy2LHD0tsrUcrS0JBnbEwyMCAJBDxeeMGjo0OwtCQIhyU//uMer70WJp+HRMLyzDMrnDsnOHdO8V/+S5p//+9dfvInE0Qikff9pn9UI74PreP7KKhsqbM/0/1l4NG0dx8vue3h9XIfVL74cTSDrbXouTz5gRUK/Su4tzNgQcQcAg0JAk0J2FbyocIZD9IMvt8xrGXjUcpB33cOT0Ez+H7j/kVpBj/KuB+QLeXliC/5hTPiSyM4Oo8RklRxHcmS7SQT9bih+JNNdHta5Y8/uP0vW7BT6zq+TwEPfNC/8sor/Nqv/Rpaa37xF3+R3/zN3+S3f/u3aWlp4Ytf/CK5XI6f+7mf4+LFi5SVlfHNb37zXjLc1q1bWV5eplAoUFJSwmuvvcaWLVt45plncF0XrTUvvPACX//61z/0IrXWcuDAAdrb2z80p/HxcRzHofoBgqTLy8vcvHmTuro6qqqq3vfyNsbQ09PzkcoSD8Li4iJzc3M0Njb658oafsUaDi9m+V7Qj3pXCUtQetR4DufTIU4GffUFhGCv9cguZhkMxgE4HChw2zqEMjDnCppihkuuIozlFJqOlCSDRGE5VmxwM9CVVDREDEtWMOfCCcfgCGhL+eezOmRoDhjeWI3gnirXdCxJTsQM1xYkW4oNV5YVWMvnyjTvTirSWhCQlpYNBp2HzjuKhoQhZWAxL2hSGumucHmlBIRge9xQFTScue3v42iNZjEvWFgQpAuwe0OenrkwTZFl3IwiZYLMZv0PkB9vcvn2ZQeLz9etKTUoFy6OKg5v0QzMS4qDFpGFLRstZ4b843quyWN8GgbuOu5NGuHB2euKaMiyr94wOS/ILUM86j9KRqYlrU0a40HPkCRXEFSVGvbWGV7v9O001Bk2VRrePa/QWnBiv6Z/XFITswyNCg7uMZy5rDiyUzM3LYhELdeHFJGQZl99ioFbRSwsOShlOLF/gXMXyvA8SXmpYVeTZXRYMH5b0tRgMEBViaW9TXHsqGZgRFJTaRi/Jdm313DuvCQchqZGg+NYzp/35/jiix6Tk4LeXv9cfOYzLv39lpGRIEJYnn1WMzPj0tsL4TAcPep/AJ49aykthd27FVJq2to8Nm0SVFYKXNfj5s0cW7YoHEexuKgpFHIcOpTlq1+9Q3FxMWVlZZSVlTE8PMymTZtIJD5adcgYQygU+qQpO9z3PbLu+PLxHN8Pws1Y3MEV8gPLuEPLkDfgCNS2OE5jyYcoEY96DGvNZ93x/UD7j7jj+z5YQ2xp8l6C3PcLZ1SQjNeTjG8jE63yKRGPYvdx5/2ofT+4fd3xfVr4xAqV33V829raPhRBnpycxBhDXV3dfceOjo4yPz/Prl27iEaja/bp7u7myJEjjz3H5eVlpqam7gn5p9Np/npskt+q3MOxgKF99R17ylju5AIMGf+5diLoMu4JcilJAUFtQNOnHYqMx85kkqtOKQUhCQrLwZjBzUJPSrGFFEuBKEkjOKkM0kL7im+zLmTY6XzfwW2t0JxJSVojhqvzktqYoXe170ulHm9NK7JGEJSWg+WGQAHaJxRNCcOShpms4FTCIAW0Ta860VFDQyBH24R/Po/WaAaTko3CMrok2FdtOD+lqIka6kKWsWXBndRqAYcGl7brDhlXUBbxKI0WKLJ5rkyWsqcqy+hyiHRBcKza3+eZYX+fe2s1EQudqw7v8UaNtdBzQyKFYe8Wl+7RECc2G6YXBEbAyKykusSwc6Oh44YiV/CLRjy7x+OV9u/LkYVDFvKC68OS43s1125JmuoMAwOSfTt9BzfgWI43GeaX4PrqHD57yuPKNcnUjB9Z3bdjkUI+Su/NMGUlloatBmGhq0uyZZOLNpqlpCKmNBsqLKOTIZaSimeO+k74ufMSzxMcPqiJhC3t7f413LXLUFVpeOst/++DBzWlpYbvfS+AEJYTJzS5nOXGDYsxlr17C4yORikuLrC0BDt2QEeH5fhxl4kJQ0WFpKdH0NqqmZ/3AEVfH+zZY4lGXaanDaOjhpoaQWOjYGZG87d/W8ru3Q7Ly8ssLCywsLDA4uIiZWVlVFZWUlZWRuQ+khDGGMLh8Cdtlfu+k1mnOjxh3KVEOPsqsNrgjaUo9C/j9SfJD7yHEtHoawaLmtg6r3Edj4/VSG/qPZSIxNIw8bUoEYl6ViLrlIh1fLLwUS/Luxq8ayGXy9HX10cikeDgwYP3jTY9iZexlBKtNdZapqammJiY4Gd37mRryOXn00FOOZoFAxdXQkSF9Xm9VjFQUOx1Ne9ogRECr+DTGQppyQVRzh7HZcizZI0kPbnsf50EShklRr00HHY035v1X9OnSzVtK4ptwnJxVtFUZOhPS9rnFJ8vd3l9yqFgBfllSUuJJqzhlVsOu0oM0xoWXEEoD2b1I7M/KamOGl6s0Pcqqx2v1lycl2wsZOm6E+ZwlcuFmQBXpiXHyzW9c5KsJzg/rvj0No+hKUnnjGJDkWX3Bo3WcPaGw64qQ/+MZCHrsKtCgPZpH9fuRKiK5dhRskLHwAYAjta7jC8p0kuCoUXB8e2ac0OKbBZSSx7lUc2dlSjdQ4ov7HN5o8ch5wqiIcszOz1GxiVv9TjU1xiQlg0xy6vvOBxv1lwdkUzMCvbUWMJF/rffuauK03s1ySVYSQvOXFAc2aMJCWjrVChlOX1Is5KCd88qImE42Jzn6g0HnY3h5h3qNxmGxyXWBWkgUQy3RoNsKLMc36d5860Ak1OCRMLlxMF53n1nIwD12zyqqyzXrjgkk4LDhzVzc4JgwPLOO4pTpzSXL0uKiuDcOYfWVk1Hh2RhATIZS3OzR1dXgJs3A+zalSablQwNKc6etXz2sy5DQ4axMcvYmOallyyXL3tMTIAQhs9+VnH9ep5r1yyBADz/vGJ83OPKFcN3vlNOc7P/oZBIJEgkEmzbto3u7m7q6upIp9Ncv36dXC5HPB6/FxG+nyP8ScdTifhWt9TYX+j+JWDtaOr9IpT31d79iHH3i+g+qOTw40R3HzTv9477YN+7lIjcQJrCwDLeePpDlAinPo5+j3TIwyb+PVT548cowfwoEeH7tT8oUe5jR4Tf1/4ENYMfZdzTtvUo+3hP2z1KxMIt4slbq5QItUqJqCcZq8ddXXp9YvP+uH3/rxbs5HrE9yngExvxBTh06BBvvPHGh6ST5ubmWF5evkepuIvp6WlGR0dpamqipKTkgfa7uro+VsQ3k8kwODiIlBKlFE1NTfcoG2+4kt9YCVBVELzt+vMvFYZNjiadUgwVJEejmouuxFhosQZtoTvrj98VNpQXCrQvhxFYDkfSdNsY+3OLTLlFBIOC26t2P5/weHVCoRHEHMv2mCEKdNzxubojOcmyJzhV7NMB2mf9fWwqMuwoNryx6uCerNacn5WcLDdcnJQ0lhkuzq1GqSPzXF9OkCw4CCynNxvSabhwW1EZs5TEDNMpSYWwlEYtvbOSjCtoKjVURwzvDPv72Fpm2JYwvNur0EZwokHTc1typMrQMyzZXefSPRakyPGoL1phNhvlzrLvIH9mj0vHNcFKzqEobNmz1RCw0H5Z0VBj8Cwk04KygGVjqeXSsCRbEJzYoZHacuaqP4f6WsO2DYY3V6kDLc3+x0vfdUWhACcOGTquSg43GgZHJVtrDReuKXbXawJAMiMYuS2R0vDCEY9z3QGWU4JQ0PL8aY/vvemQywsqyi0N2w1L84IbN316gwUqyyzt7yoOH3YZGRNEwi4rScW2bVlu3ChGa8GhQwbHgbNnJdYKnnuuwMqKoKvLv+anTrnkcpoLF/zrc/hwgXBYc+aMf28ePy4IhzVvv+2XQz5xQiKEx5kzOUIhaGkJsrBguH07D8C+fUH6+zWRiIsQlr/5mw20tKwdDOns7HwfX94Y876IcD6fJx6PU1NTQ3V19XrEdx3vhxACZ0OYyIYiIic34mYs3mASdyBJoW+RwqX591MiGhJ+OZl1rOMxoZ0wixU7WSzZCfY9KhFLw2wae4tNrKpExP1ocCZaxbrC4Tp+GIjFYqTT6Q85sR9MTPM8j/7+fqy1HDp0CMf5wTwj0+k0i4uL7Ny5k8rKyvdteyFgCEY8fmo5wsmgy1nPIYcgkJaEhf+90ZlRHAxroi6cWVY4wnK8WHMuo4ils9xKCzYENbOeojsb4wslHi8vlWARJPIeW2SKYq15ZTTO/oTLjWyAlCeIGLgr9HNlSbE9ZjhYpGkfU2graK3WtM9IaoOWnnHF3lLN1UXF2SnF52pczow7fmW1GcmxjXmySxk67pRTFzeURwy3koJcCgJASFmmUwKtJUc2aF4fWOXKVhhiIcPktKB/zOHUds3525KygOVSv+LgJkP3qKJjUPGZJo9rY5JMXtA9FOSZnZqlJcmV0VKKw4a9NWmSaWi/EKSiOE9x2DK5FCCowbgQClgGJyWVJYaWzZrXux2GJmBbtWFLpebsBUXBFRxt1gzclpSHLO+eV7Tu15y5IllZgXxK0rTVcKlP0dYl+cxxTd+QZH5RML+oePGkx5Urkuk5SShoOLhzmQBRXnszSOVGy/atGqPhe286bNtiyeUtM7OClTlBImYpK7X0D0pOH9OgIRi0XLgQYNdOTWVVgLffcrh0KUhtbYHNm1N0dJT557EhT12d4a23FNb6Dq4x0NfnsbgI+/YtMzNTTD5vuHoVWlvhwgVwnALd3R6trQ4dHZDPu4yOFjh+XHH2rGZqykUpw44dDp2dLr29BRob/VWM3/u90vs6vfDh5DYpJSUlJZSUlFBfX48xhmQy+UlzeB+Idc/qhwQZdQjuKye4r/weJcLtT+IOLK9SIkBURlel0tZVItbxMbGGSkRiYZh4cpjKmW6qZlYLZ8S2kSxeV4lYxw8WsViMlZWVj3R8k8kkN2/eZPPmzVRVVf1A5nWXQzw3N0csFvuQ03sXrSGX/6fC46fnYpwMeuSykgsZRVRa9oc1l/OKogIsFQRx6RedOL8sadXztGf95Lgaa9gcMlRLyyvjiuNlhvMrkqRx2BWJUMgZLIJLySBbnRQxqbkwVYxnBa2VHu3zDnEsQ9OS+mLLwLKgfUrxYzUe7aO+UkOqIDlerREaXu132FZiKQ5aJtKS3GKWolAMJSy3lyWxgOWzdR6v3vCjfbs2GlZcS5m0vN7n0Lpdc2ZUksqBygmq45aZFTgzpHi+0ePmqGQxLbgw7CeaCQ2v9TiUFlkObNH0TUiSi6A9qEwYppOSlXSQcrnMpBdlbD5ALKw5uXmGtourVIFqFycgCXiC1zscTuzVXBmRFIcsly4rju4ytF9RdF2XfGqvZm5R4HqC9guKZ1s8bk9IRiYkYtLSetiPir/2jkNR1HLyoMf0rKT7vCIasWzftMLw7RhhW0QqJairMdyelGwshXgRBALQ1y9JxC2nWzSvv6HQWlJeZvnc8y6vvuxgrWDrVkN1tWZ4WNHXJ9i3T5NKCSoqFB0dZRw/runvFxQXu5w5E2Dv3iQDA8VMT2vAY9u2PMlklP7+Ivbvz6OUoFCA9nbB8897LC8bUilob/d47jlYWvKYmbHMzGhOnRK4rqaz0/9COnrUIRj06Onx+Kd/quDkydAD7/+PSli76wjDupwZAkOI/PvaHoaS8LDau2vr9a497nGT2x5PM/j7c3gkzWClCG0Lw7Yw3meq0XN53IFlnxvcPoHXNnGPEiGbSlH1cURAPRXN4PfaWEsz+L02HqQZDGvrBj+OZrDf7vf9gWoG36/9UXR+n6StJ1SyOB8uZSZ2mBkOo7wcxQujq5rBQ5QvXfcpEbE6P0EuUY8bjn/Y3rqO7zqeEGKx2JpavndLFt+6dYvFxUX27t372LxCa+0jvZzz+Tx9fX0UFxezb98+rl27tmY/Ywxaa46HBS/X5PidiRDagIMlYwQ3spKXwi6vzPoOZGPE4GCozq5wJlvG6TJN27JiMi85FdAsZsAg6FhQHC7xE7wu35G4RnKiQtOxqCgKRchnLOUBjzuFIO3TDieji1yeipPWkqKA5WCZxhh4a0hRX2KZzcFcTmDyEMIvPDG8JIkHXE7Flzkz6jsw+6s1oynJnoThtV6H1m1+BHlgTnB8o2Yh65/D9iHFqa2axaTg+pRESUvrds1CCs71KYpCluZaTe+EwrqQykBZkWUhLUiPSV7Y5fGdbt85LC+2HNmSYnAkyEi6nN1bDIsZy7YKS8elDZzc49E1oLg9q9heuoKUFiih46ri1F6P5SXB0oqgvUfx/7P35sFxXPmd5+e9zLpwFFAoHMRFHMRFHCQIEjxBtqSWWi11W/5j7Yjxetoj39Z2OGYcba/dPjo61uHomfDYM1p77bFnJ8Yznp3ptj0b4e2WSFGiRJEAAZLgBeK+iJu4ryrUmfne/pEkmhRvUVRLbXwjGERl5XuZWchKfPOX39/3u3enTZpPc/qCiZSOXndmXnC9x8Cy4ECDzfnrBiRgakZQVaoYHJPMTEsKApo1qZm+aSBlGq8+Z3PqA8duLCVF86VjSc6dMwmHBdvyFNUVCjsCJ942qapSKKHJztKceMukqUkxPS2Ix2FyUlJRoYhEJNevSw4fVggBLpemo8Pg6NE4Shkkk9DVlUl9fQKfL8zFiz6mpryUlETYvt3m7FmHqNbWCoqLbd55x/lb2Ngo8fttWltjJBLQ3OwimdQMDcVYWFAcPOhmbg7W12NMTFj8wz9kc/iwC9u2EUJsfi8+T+T1abBV8f2M4bYkwszx4juci4pYxIfDjiSidwVuSyJK/ciqLGRFAJnx8Lu2LWzhYbBNL6tZ1axmVTsuEeGZTc/g4ukPKJ7+iCTCfYdLxBa28AngttTho0gmkywvL5OamkpjY+PHtku6XTl+XGnE4uIio6OjVFRUkJWVhVLqviEYtm1vPg42TZMmCf+mMMFPDHrY5Vb0JiR7DcU7N00OZdq0hw2GopIma5kFnYFGcHbZ4EjAJmTB5XmJFNDot7m6bhCKC1ITGp8BUVvQvmDwpW0W56cN1pKCoEdT47exLbg+n0FZapzhiIuNpEloPU62KYjbPvqWBAVpii9ss2kfM0jYgr15Ca4vG1Sm2HSOZ3Co2KZ90uDaTYMXSyxGF24FT4waHCqxIQmtQyYeU3O41KZnVjK3IIgnYUe2YmRRMrciyHVrJoD5dcnKhuYr9UnevuQQ3G2ZivoiRYoBb1900VhuMzEvkDrJ+JSbujLJuR5N77jkWK1FNOL46567brKzRJHrV3x42bHWaqqOEQ5bXO32kkgK9u3c4FJ/Cl4JvX1OutqVfoOxKcG2dI2dAmPTkvNXDb7SYtF63mAtJHC5NF88aNF7XXJu0CA9NUlzo41HGrx13KSkWJGWqkgmBR1nTcpLFMshweycoDBH43FDZqZmcFBy6JCNaTjV4EuXDMrKFOXlivffN5iaciKEjx61ePttp9RUWqqoqEhw+rSNZQlqaxU+n83MjMXNmz4aGpKEwyZ+v+bsWUl9fYjpaQ9eb4x33zU4eNBkcFCitc3ly3H273fR1ZVkZiaJYSSoqnKxsaG4fj1BZaUkM1PyR3+Uw7FjXoC7zunbBPjOfz+u2CK+n3F8VBIRH49gD69hDa5iv30DuOFIIioDGNVZ6Hz/j/UJu4VnjDtdIvJvSSLWR/Gv3yGJMG65RGxJIrbwCSE9PZ1QKLT5Wmu92cDm8/koKyt7qvlvB1A8CkopRkZGiEQiNDY24na7N8ff2QiulMKyLIQQuFyuuwj1Tp/mVE2crw56OOayubDsNKN1rEoazVUi2kPvRgC/qanwKYajkvmYIEdrlIaoEvSsSr4YtLgyYzCYkJSkKlJ9GoHTZFaXqTi/KFmKC4IuQZ7QDCUl3as+KjMV6R6L4VkvwwnJrswVrocySVMxusc91AdtLs+bXJpz83x+nIFZN3Fb0D5m0FLqSBLe63WS1fYW2lyalhCHpZCgIEMxsybpmpAcLrb5YMAgaQtS3Jrnd1h0DRsMhSWlOYqcdE1uqub4eZP9lYruacnsqqA8Q28+2Lk6alASCJObKrk4nML8GjSUKQI+m7arTlNcS4PNpQFJmqm5eN3gUL1Ne7fBWsiN23ZTkq/pvSHp7EulZecyPQMprIS8LCwbPNcc58YNFxdHDXxeTUuTI29467hJXo6mvNZmblHQ2y3xehIU5mumb/rwCJt4BIIBzfikpLJMUZitmBg26LpukJam+dIXbI6/baC1IDtb8/LLFqfeM7AsQUmJYts2m7k5yalTJrW1ikRCk5dn8fbbgr17E9y8aRAMKs6csWluhsFBzfKyxjRj5ORsEAr56e01aW5O4nJJvF5Fd7eXY8cUiYRESk1Hh83OnWu4XBCNumlt1dTUSAoLLd5/32Ziwqa42KC21uCDD+L87d/m8uUv//CJyW2ucPvcVkohhEBrvXmzd3vZw3jF541zPBPiK1H4iAA8xuP4h0sZ7sSjHCI+jmfwk4x7lKziQcdwfxnBw7d/5xyb6xrgKXdDeQ76pWwSi5ajCR5cx2qbxmqdRqS5MCozMCszcZX5N4Mzbs/1JMdwv325e44HjL/ToN64d/ydUojNWOa7PIHvL2W4LYt4tGfwD/frqT2D4dP1uH0Wcz2FbCLuDTCfeYckYnWcjOWPSCLSi1hLvyWJcN9HEvEk+71VSP4niTulDslkksHBQYQQ7Nmzh66urqee/3HS2yKRCL29veTl5VFRUfHAP+a3Sa+UEpfLdd8qdIlH8251jJ+64iHH0BgolmyDDZ1CgTQYtCGmJDGlOZph0btoMJRw5AWTcUiTmp5pSW2GonXRYHxDUpNukyHgfExybtagMdsmnBSsr8BwRNJSaNN603lcHopK8lM16wnoWg3wfGGS7hk3SzGDlRlNfeYSCh9tgz4yvLAzx6ZvwUAnHElCplezGhNcmZB8tdLmB10GIMhK1ezbbhMPC052mdQWKhYjGreE3mGDmnzF+RHJ2ILkULkNCVBacH7QoCxXsaNE8d4l58LTWB5jZkVBwsvlacdirLVX4kbTPyhp3KG4NGTQ1i15od5mZEoSiQnarxm8sM9iZFQyMiMxDc3RPTY6qWk9n0WmX7OvLsHYlKCvRyNFjNJCGJtOQcUVkbBkW65idl4iEOwst2m/LIjFvHjcmq++kOTtEyZKCQKZmucPW3RdMhi6blJcrMgKKrweePsHDqGNxTWBTM37pwx273bkDaGQwDQl+fmalRVNb6/k6NEYWmt8PsmlS5L9+xP4fDZKCdrbJeXlioKCEG1tLqam0sjLszl6VHH8uA0ICgoEu3YpTpxwZKTbt0t27BBcuGCysaEpLk6SmWkxN6fp7zcoKxNkZkqU0pw6tcF/+2/b+OpX7/W5Bu6ROsTjcbq6uigpKdn83vw4VYS3Kr6fU9wpiXAfzkdFLKzhNUcX3LOMdWURjB+6RIiqIMK/JYnYwseHbXpZza5mNfM+koj1uyUR6xnlbGxJIrbwmEhPTyccDrO6usrg4CAlJSWbjWSfhOXmw4iv1prZ2VmmpqaoqakhPT39gfPYto1SCtM0MQzjodKLbW74QVOM185r1pIme1NsRpdcDCUFB7NsOtckaVIzvijZkapYShh0r0l2+21EDK5GDWajcDjPZjgsiIQF4xFBc7bNxSWD6ZCgzNBEtHAkCVMGLxRZDMxJxkISn6nZv81mMSK4Om6S4bERnijzcR+IDFKTCbTSLGxIVqOC5wpDfDiYhtaCooAiGNTk+zQ/uGzSXGbTPy8JxUCHIcPj/E56pyXV22yy3Zq2aZO5NYPaIkUgRXGxV5KwBEdqbS6OSgrTNeeuGRyqsWjvNxmeMqjJMwnHBbYSnL1m8FKjRe+wZH5FMr8CR3Y7FdpT7SYpXs3hepvJOUFPl+O321Bhc33YgDgsL0qK8hRTc5KxCRe7Kmw6r3pYDwtMQ/NC8zqn29JQSpKaYnGwKcr0hIcPzrjIz7PIKbfJ8MIP/tFFTY0iYWusJPRclZSWKkxTMDUlKCrUSAl+v0No9+61SU0FIRx5Q0GBzb59Fu++azIyYpCdrXn11Rhvv+18ZoWFNjU1NufOWUSjUF4O2dmKmZkora1uqqocqUR6usXx40nq6gwSCUFOjuKdd2Ls3m0SCik8Hrh4MUpVlcnqqtPgtr4uKCoy8XgUU1M2LlcEw9D80R+ZHDoUw7K8j5T7hMNhuru7qaqqIisra/M7AveXRmitSSQSeDyfH37xTHx8t++NrawIAAAgAElEQVTL0f97508CT++B+7QV3U9iuw8b86B1P+mq9OPuN4C2FcmJCLHBMImhddSKUwE18nyYVY5nsJGfgi3Me+b6pI/hY42/j2cw3N/z95l7BsP9m+XurA5/nCrtJ+mB+2l47z7ifU90hYwVJzgjbX0agXZcIjLKWMssJ5TyAEnER+f9N/vQE1s+vs8An2kf3zfffJNTp07x0z/903z5y1/G6/Vuvve0HrwA/f39FBQU4Pff7VttWRYDAwMIIaiqqnogKVBKceHCBerq6khPT78ndvl+iMVi9PT04PMHeDNWxYUZE2FoBm5FDB8O2CyGBINhiUBzOFfRsy4JJjShJGT6YHBdkmE6qW6di5KwJZBCc6xAMTEnGF2VZPs0OWmKxajAm4Qsn2YsJFmLC0rSFTvSFO/f8tbN8Cr25CsuDhpsJAQ78xSLMdieZnN11KRh2zpd8+koJIcKNrCUh4vjztgdOYrtaYoPep3XzTts5kMCHYPpJcGhGkXroGRXoWJhXpAX1Fwdc4715XqLnjHJ1KJzo7C3IkQymkLXiJOYdqBOsRaCkVGJzwvb8xVXBg2O1NjMLwosDTdmJAVBxY48RfeQwcq6QErNV45anHjfJGkJUlM0extspqclI2OS/FxFbo4m1a05125SXalI2pqVFUgRSVJ8URZWUlhd93CgMYqhXXR1G4TDgrISRVmp4swZR77g92uOHrV46wcmIMjL0zQ02LS1GUSjjntDdrZNKKQZGBDU1GiUMsjLS3L2rGbXLs36OqSnK0ZGEtTWCm7elEQikJYWIisLbt70MT8Phw9baK0ZHLRYWoLDh0EIm74+zfIy7NzpEOHr121WVjR5eYL6erh0KcrqqiYlBY4d83LhQoLvfCeLl192tPKrq6tIKQkEAgQCATIzM+86l5eXlxkcHKS+vp60tLQHntu3eWMikeAb3/gGVVVV/M7v/M4jvxOfMj7dyOIt4vujJb53jr8dnBEfCpEcXMOeuh2c8UNJhFHmR7nvvVvbIr63l28R3yeZy4jFSF93XCLuCs640yXitiRii/h+WvjMEt+hoSG+8pWvUFtby3/+z//5HvL5SRDfoaEhsrOzCQQCm8vW19fp7+9/pD3abWnD0tISCwsLm6b9wWCQrKyse0I3wGmOGxoaorq6mqysLGwNv3HFxXcnTKr8itENSU5SIwUsa8FiQpAmNYfTbd6dNtAIUkxNQ1CxHhL0LUkqMhVhDRsJQQGabJ+mY1Zia0FeiqLOr3j/VkDF9gxFMEUzuyi4GZLUB0OMhNMoTNesLAt2blO03ooKbtlusxaG6zPO64ZCmwxXktZ+5+Zjd/4K3YsZ7M5OMDDjoX674vyoQVaqpiKgWAwLRuccQvtSvUX3sOTmiqNBPVKn0Ba0XjVIT1EUZ69zY9FPeaYjqXB5YHhaUltsk2bA6KxkcVUghOYr+21OnnN8eX0ezYHdNiNDksmbkrygJn+bItUDbRcMqsoUlg1LK4LcdI0/TTN+U7K4Iji820YquNwtiUQFOUFFdWmYc+fSUVqQkaHZ3xTl3ZOODCA7GKe4OMHNKR+zsyYVFQqXS5OVBW1tBg0NilAI0tM1IyOSujrF5KQgHIbt2y38fs3goGB5WXDsWAKlFNeuSUIhya5dNoFAkgsXNNEo5OZqSkqWuXo1jWRSkpqqee45OHkySTIp8PuhpUXy3nsbJBKQkSFobnZz5UqEpSVNRoZkzx4XMzNxBgeTZGRIGhpcJBI2Fy/G+A//YRv//J/fbRGYTCZZWVlheXmZtbU1DMMgEAiglGJlZYXdu3c/VvU2FArx+uuvc+TIEX73d3/3YzeePkNsEd+n2e7Dxjxo3c8K8f3oz7clEcnBNZKjIYjbYAhkWYbTIFcV2JREbBHf28u3iO/HnuuWJCJjeQT/+g288RWAH7pEpJUT8d0hidgivs8Kn0nia9s2P/mTP8mxY8dYXl7m937v9+5Z55MgviMjI2RmZhIMBtFaMzExweLiIjt37iQl5f66R2AzLtkwjE1pw23T/qWlJVZWVtBab0a4+v1+bty4QSgUoq6u7h4C8W/6TP7PQRf7U21OTjnXlcIURaoPPHG4vihpzrXpXnNS3mq8inQ3tN50rk3FaYodXsXpW1XY3Xk2i1FBqoLBBcnRMpuzk5LsFMjCBjvC4Lpzk3mo2GJlTdA/78x1qNQmHofesVuJcmWKczcMjmy3GZkWZKZr+mcNQPN8WZSrYy5Wog7JP1AWYmXNy+CMixSPZne5YjkEN2ck6Sma9FRN/5RBS5XN+jrMLGsWQyZel+a5WpsPLhnEkwKPS3Nsj8WFKyZrYUF2QFOcr0g1ofW8QUWJQglY3xCkGprsgGZsSrK0eovQaujskcTigmCmZm+1zbsfOg1ngUzNwT0W75x09LpFhYq8PMXibILxiRRqqmwSSUF+tqbtrEFTk83MnEDbYEpFTk6MkREPoZCLffvCGIaL69fdRCKC3bstMjMV586ZJJOSnBybvXsTnDwpUUoSCGgOH07w1luONCA3Fxoa4MIFi1AICgqgsNBibi7ExISH4mJJbq5xK5EtQUmJJBg0cbkUnZ1RiosNAgFBKKRYWrLIyJBkZUlu3EgSDFokk5qcHBdXrsRpapLMzyf53d+9l/TeD/F4nP7+ftbX1zFNE7fbTVZWFoFAAL/ff19COzs7y8/8zM/w9a9/na997WufVb3vp0t8S/cF9bc6XwZ+SHg+rp/uxyGod457ElL5JNt91LiP26D3JMfwuPv9wHVtgTXhRCgnBu+VRMiqADI/FSHEE0khHnUM95vjSW5Q7hp/B0l+WmL8oHHqvk1xdxLmRxDju5Z/5P8Hvf+gZZ8FMvsU63qiK/iXbpCxNkpaaOqHkoh0xypt7S9+Bj2+RXyfAT6TxPc23n33Xf7xH/+R73znO/e819nZSVNT01NVlMbGxkhJSSEjI4O+vj7S0tIoLy9/4JwfdW14mLThdgVtbm6OhYUFPB4PhYWFBINB0tLuDR76+xuSXznr4UCO4uyck+LWnKbYsKFr2dlOfZYiQyjapp1ry5FCm0vzkhqvYmBB0pCvuHDTIMXU7MlUTIcEY6vOsbRst5lfshlcdmMIzaEyxdiKIBkWWDYUZim6Zg3qcmzMOMyFBbPrztiv1CU5dc0klhS4TU1zhYIktPUa5GVocgKKsXlJgTeJbVmsxCXLG15KsuIU+eHSiJtYUuAyNS832rzV5pDQjNQkldsFdlRwpd+gosghtBJYnBPsKFLcmJMsrwmONjjJaBe7JImkYFu2omGH4t1zBuAQ3H11Fu9+4BDa0iJFRqYmGRb09kvqaxWr61CQq7l0SbK3UTE8IoknNDnpEXJzJN2DPiIRQcsBC2EL2jvkphtDZYXivfdubSuoaW5OcOKEcwOTnR2jtHSDvr5UNjYMyso0GRnODdz161BV5QQ+ZGfbtLba1NVBPA6Gobh5M05pqSQclszNabKz18nM9LC2BmNjmpYWSSSiWF5WjI0p9u8X2LYjdRgbU5SXC3JzFXNzcOOGjd8v2LMHpqaSjIwkkVLzxS/6mJhI8Gu/FuRXfiX4yO+FUore3l5cLhdVVVUIIYjFYpsV4VAotEmEfT4fwWCQwcFBfvEXf5E/+ZM/4cUXX3zkNn6E2Ios3sK9EIbEVZaOqyydlJcKNoMz4oPrxFtn4ezspiRCVgaRZRmbLhFb2MLHQdwXYGFbgIVtTY5LxPodwRkrvVz5Ue/gP3GcOHGCf/kv/yW2bfNLv/RL9+j24vE4P/dzP8elS5cIBoN873vfo7S0lKWlJX7qp36Kixcv8vrrr/Pnf/7nm2MuXbrE66+/TjQa5dVXX+XNN9+8hww+KMACftiY9jTE1zAM1tbWGBsb2/TmfRBue/M+zLXhTtyWOoTDYZqamvB4PCwvL3Pjxg02NjZIT0/frAh7vV5+ukwR9MT55x94OJxrY0ehfcbALTUH820uzEtSbM2NNcmODMXImqRjRvJirs25SYOoJbg4KTlWarG+LmgbM8jwavbk24wsSqZvJrFsRUG6wUzIYHhOUJOp6Jg3iFmCtajkS1VJOnpN1qOCYJqmocAmxYTjF0yqCjTrcc3MikTEwbbA59bMrQmiCcnRcpvjnW7ATSBN01IZp2fIoG3CpDArgk51UtzeOu2jujjEzFoKGzEToooUF7hMzfCUpHq7TUGmZnjI5FKvQU6W5tWDSd7+wPk8d2xXpPoU0ZDg3TMmjXU2N5cEpXma9941OdCk6B6SzC0KMlyaLL/GNDXdvZKDe21cAmwbLlwyKNhmUVG4yoXObMbGoKhQcXS/xbvvOOS5okKR7lesrgjee8+kvl6xsaEpKtKcOOGhqclmbk6QlmYyOJhOZWWciQnHwcHlCpGWJgkEfAwOSlpaEmityMgQ9PQIqqsV27ZZ3LwJXV0Kvz9JQ0OInp4Uxsc1Lhd89auCDz9MEAo5jW2vvGLQ0bHByorz/ksveRgaitHRYWGa8NxzPtbXE3z4YRzDgMOHvbhcNu++G+KP/zj/sUhvMpmkq6uL3NxciouLN5d7vV7y8/PJz88HIBqNsrKywve//33+3b/7d0QiEV5//XVyc3NRSn0WJQ6PxDMhvs+giLyFZ4z7uUTEh0PYQ6tYvStwyyXiTkkE/gc/ItzCFh6Fu4Izkoq0jRng//lR79Y/Wdi2zde//nXeffddioqKaG5u5rXXXqO2tnZznf/0n/4TgUCA4eFhvvvd7/Lbv/3bfO9738Pr9fKHf/iHdHd335Nw9sYbb/Af/+N/5MCBA7z66qucOHGCV1555a51brs63A+3ie/9tLSPA6UUi4uLJBIJ9uzZs+nNe7/1bjs/mKb5WNtTSjE0NEQ0GmXv3r2bcxcWFlJYWIjWmlAoxPLyMj09PSSTSQKBAA1ZWZx4OcgfdniZjgn8bs16QnB+WvJqsc1bQwYIQVpcsy/XxojBO/0m5VmKDI9mNizYWBO4BXhNzVpMMDwvqEtZomM2G4CsFM2hYovpOcnpAZOqPEU46YRhXOgzqS1QXJ2QLIUFO4Lg0Y71WP+0IJCqeaUuyfELt0hovkJITZpwfHn3VdkMzTpRwUMjLupKNO19munlFA5Vx4mGE2gt6J/wk5ORYE9FjA8vOc1SVSVOIMTUlGBg0GBfnc3opKS6SHH8lEnLXpuLPZKFJYEvS5OXpRke01ztMWjZY2PHwbYF7RcNSosVFdsV773vUJnKHYrCAptzbY4Twq56m7WwhctKcuF8Ns3NNjcmJIUFmvdOmhw8qOjuliwvC4SAwkLN7Kymu1ty7JiFUgK3W3P5skFdXZKcHIvhYcnVq16CQcULLyR45x0PWgvS0xMcOrRCW5sfrSVZWZovflFw5UqSgQEIBmH37iiRiE1Hh4fsbEV9vQvDsPjBD+JkZ0vq610kk4r33gvj90uOHHEzM5Pg2rUQyaSmpcVLd3eCubkI09MJWlpS6OyMoVSSixcj/NmfFfILv5D9yPM2EonQ1dXFjh07yMnJeei6Pp8Pr9dLeno6ubm5/Mmf/Al9fX3863/9r3nzzTcfOf6ziGcidfCUFekv/NXXqCleoap4ncy0xAMfi38cLe3HfbT/tOM+lvfuY4x7WjnGo2QEd/78qP2+33a1rYhPxO6RRMhtKRiVmZhVmcj8lM0qzieq933GeuH7ySPgblnE/eQQT60X/nH1DH7aub69D31jS+rwDPDIC317ezvf/va3eeeddwA2ZQff/OY3N9d5+eWX+fa3v82hQ4ewLItt27axsLCw+d3/m7/5Gzo7Ozcrvjdv3uT555+nv78fgP/xP/4Hp0+f5q/+6q/u2vb4+Di/9mu/xt/93d/ds189PT2UlpaSmpr6xAcdiUTo6+vD6/WSlpZGSUnJfde7TXpvSxsep4oViUTo7u4mLy+P7du3P5bO0bZtVldXWVpaYnV1lRXLw7cGd7NuudFSst2naRs32F9o07UoiVlwJKhAQdukc00J+jR78yxODjiktCpHEbFsPNEYIyvpHCy3uTIjSXVDUGpyMzRttxrZ6rfZ+A04N+K8rsxTbEvXnO93rMead9j0T0saixRtPZIjOxWtfRJTQtN2R696vs8Zu7vMxivhfI/zuq5MEcxQtF1ygif21ybpHzOpyk9wuc9Nw441ro/4yc1M4tKSogJBe5dzPXy+yWJtVXC515mrtkKRnao4c955v6FGEfAr2tsNkknB/r0241OOPvdal+TwAcWVa5LqHYrBXklTk6K9UyKlonJ7lEy/l3PtjuziaIuFbQvOnXO2VVGhKClRnDp1S3NdqNi1y+b4cefzLS1VFBXZ9PYmWV4WVFRoUlIEpmlx+bKmutqxMgsGLdraklRVgWVBPG4RCllkZ2vAZHpaUlYWRwgTraG/3+boUVhctBBC0ttr09QkicWSGIbB9esWxcWS7GwLreHq1TipqYLdu00SCU1nZxQhNM89l0IkYvMTP5HJb/xG3iPPwbW1NXp7e6mrq7vH5eR+UErxp3/6p5w7d46/+7u/e6wxnxF8ulKHNG+SpZCX/6+jHDpgWyBCZfEa1cVrFOZsPGR3tvBZxEclEcnFpBOhPLhOsnWG5NkZRxJRkYFZlQllWVuSiC1s4XOG6enpux55FhUVcf78+QeuY5omGRkZLC0tkZ19/yrT9PQ0RUVFd805PT19z3p+v/+RFd8nxezsLBMTE9TU1BCLxe4biQzcEzv8OKR3dnaWsbExdu7cSUZGxmPvk2EYBINBgkHnUXQikeB72+f49TMZrK5rZje8QCoXpg1qgooCj+L9QefP9KESm0szkkq/4v0+kyNlNm3jBqOLUJu6ge1xKqodowa7C208Gi7cMBiag4M7bBbCgoV5SV8IWqptWoclPkMzcEOwq1jRecPg4ojBizUWY7NOXPHZXoM95TapElq7nWv6kTqbyXnB0qJgbkXQssumtUviNRRd3ZqdxRt0j6dxodfk+V02swsmSguuDWdysM4ivArdwy4mb8LO8nXSfILTZx3/4CPNNn2jEhmD9m6Do/ts2i5LTKm53mXQvEdx7oLBlS7J/gZFIglaC9o6DI4esNlYg40NwdmzBqUlGxRs05w753wudXWO3Vhbq2NP1thoE4k4ZOTUKZPmZpuJCUFZmc3x43DgQIKRERMpFf39SaqrYWBAMz6u2bUrgccDgYBgYEBw5IgN2AQCMDjoePNWVAiuXTMYHQWPx2L37hD9/T7W153q8quvwoULcRYXFULAK6946OmJMTHhVAGef97L0lKCK1ecQtOBA148HpszZ5xwsIYGD/n5kpMnQ3z72/mPRXrn5uYYGxujsbERn8/3yPWTySTf+MY3sG2b73//+x/7qctnDc+E+AZSY3zrfznH3GoK1ydz6ZkM0nZ9G2e78knzJqguWqWmeJnKwlXcrh9eZG5X8h6V8vY47gqfZCX5SbZlc+8F+tENeg9IKntEc5v7Pss+/jE83n4jwMwx8OVkweGsTUlEfDBMsm8Z66ojiTDL0nFVZuCtykD63Q/87O9/DD/cl8dPkbvz/TvGP6ApxTZu/R7M+79v3FWxdS48T+sgAaBup9L9qBwkHiOt7aFz3fnzJzHXR5d9/uRiW/gEkJaW9kBi+qTE17IsBgcHAWhqasI0TZLJ5D2RxXdKGz4aO/wg2LbN4OAgyWSSvXv3PjURcLvdlBbl8f3/Fb79gcmb7S6aciJcXkrBHVrj2nQaFZlxhlc9tI8bvFxicWnKwFKCthGDxtw1lGXQNZOJy9C0lNlcnZYkNgSTq4JdhTZd0wbjC4KiFE3CAFtJWvsMXqpLcm3YYH5dsrCuadlpgwXvXTTxuTWHqmzOD0ncFgzMSHaV2XTdMBicFJRlauaTgqQlaO0y+GJjnCs9mtWwl9Wwi8O7bAyl+aDddJLVGm2GpgRTE5KVNYNDu23arxlk+HwMDwtqyiL0jabSeQ12lUdYW/OQTJqcbTf4YovFxKRkZVVw7oLB3t02qabmTJvz+zqw30YrzaV2g2gUDhyI09svyEhzcb7DRUuLTWenxOfVdF40OHRI0dEhGR2VlJZq/H7N8LDm4kWD556Lk0wqhJCcPy+prY2Tl2dz+rRgcVGSna148UWLEycUWkMgAK++qjlxIukkvQXg+ecFvb1RPvzQmXvXrjhCuLhwwYvfDwcOKCwrxttvC3w+xd69YFmSDz7YQAg4etTL9HSSgYEQi4s2LS2pDA0liURidHZGOXw4jaGhBH6/4uTJVf7tvy3hjTceTnpvO5ksLS3R1NT0WOdtOBzm9ddf5+DBg/z+7//+51LL+yA80+a2vMwI2ZmTPN8wSSjuYWAqQO9kFj0TWVwazsWQivL8dWqKV6kuXiU97cnv6rfwo4VMMfHtCuDelY22FdbEBvGhMMnBNaLDk0SPT2Js8yErA45TRH7qVsV/C1v4DKKwsJDJycnN11NTUxQWFt53naKiIizLYm1tbbN6+aA5p6amHjonONXjB5HbJyG+6+vrDAwMUFRUtNmcAyClvGuOx4kd/ig2Njbo7u6moKCAoqKiT9zC6dvPW9Rka77+lo+f2J7kreuZKC0IJxX1gTVkUvFOd4DcNJvKLMXwkom0PCQsN7npivmQ5NK45Nh2m9MDBvFbjWwv1FgMT0guzhj4fZp9ZTbhKLR3mQTSNJX5iqGbEhWH0LogN0Mxvybp6JW8stvi9FWTSFywtC55fpfF+ITkQo9BildzqNYmFLI402GSkQaNVTZXBw1EAiZvSiqLFUOTkv4RQVW+5sa0YCMiaL9s8MpRiwudJksrgsVl06nYrisuXknFMBS7dq6QiLtoa00BIWjZb9NxWSITcLXL4FCzTftFg411WF10/HQvXjTovOji4AGLSMTAtgWtZw2+8AWbUOiH1eDaWou8PM0HtxrpKisVZWVxTp50FEHV1TaZmTajoxa9vVBTA1JqUlMtjh9X7NwpUEqTlWVz4kScqirHBSIS0fT0xMnMlPj9CcbGBFJ6CIc1u3aZdHVZuN2auTloajK5fNkiFtOsrUUpL7fp7fUwMBAhEFDk5bm4edPi0qUwDQ0e3G6JlHDuXJhjx3xorfmDPyh8JOlVSjEwMIBSisbGxsd+ovGzP/uz/Oqv/ir/4l/8i8+qXdnHxqfm6pDisdizY4E9OxaIK5PxuXT6JrPom8ji+x2lfL8D8gIRqu6QRMgfr8/6xx63JRGyLBPvS4WoxRjJoVuewXdIImSF0xy35RKxhS18dtDc3MzQ0BA3btygsLCQ7373u/z3//7f71rntdde47/8l//CoUOH+Id/+AdeeOGFh/5RzM/Px+/309HRwYEDB/iv//W/8uu//usPXF9rfc98j0N8tdZMTk6ysLBAXV3dPd68hmFsVnyfJHb4NmZmZpiYmNhMbntW+GcNNtXBGD/9Nx52FyhGFiXrcUmmJw1taiSa+bDBygYczF2kfcJpLMpJ1+wutCEG71w1qcpXbFiaeFIwOibJ82tWwpr1qCAUgvxUGEpAeFHidWlebUhy4rzjcBD0a/aU2/gEvN3monSbwgxqltYFk+OSVA9sy1LMLkuWFxO4VRyvJ4PFVcHSmuarBy3eOWOQtARul+a5vRbjo5K2iwbpqZqDu220DSffN8jKhKYGm+5+SXgFlpYN6qptegYMlO1HJBR5OUnGpzy0tQsO7l5jYiKV9XWD9nMGL75gMTosmZqSTE1BQ8M6Gf4UWludZ4kHDzrnTUeHJJGAw4dtxsYAFKdPw5EjCa5fN8nLS3LqlOLIEbh+HaJRxdpagqoqSTwuGBqCfftimCb4/YK+PmduKW0yMhy9bkmJTVmZortbMTgIbrfgueckXV0Wc3MOof7KVwyuXYsyNWUzNmbx0ks+JidjOPeGBgcOSCwrwaVLNpC8pS8WtLY6T0OKi13s2uXmrbdW+OY3C/md37n3JvJOWJbF9evXyczMpLS09LEIbF9fH7/4i7/IH//xH/PSSy89+Un8OcAzaW6r2peu/6/ORuDx5Anzaz56JrLpmQoyNpeB0sKRRBSvsLN4hYqCVTwu9cjGsU+y8etRUog78XG8hh+n0e5ZNLd93GO437xP4s2cjGiSw+skhtZJjoTQcXWXJEJUZSH97sea62k9gx80x7P2DHbWeXij3GfeM/hxxj3NXN/Yhx7eam57BnisC/3bb7/Nv/pX/wrbtvmFX/gFfu/3fo9vfetb7Nu3j9dee41YLMbXvvY1rly5QlZWFt/97ncpLy8HoLS0lPX1dRKJBJmZmZw8eZLa2lo6Ozs37cxeeeUV/uzP/uy+f4B3797N2bNn73lvamoKKSUFBQX33edEIkFfXx+pqakP9Obd2Njgxo0bVFdXAzzSm/c2bNumv78frTU1NTWPJYf4JHBzXfDP/tbNQlhQmal477qz3ersMDMRLw3ZcG7QpLk0yuVpDwKoTt8gxWtwcdwh/SVBRXlA88Gt5rPtOYrCLEX/sMFKWFBfqpgPQ1lQ09ktaa5RXJ+QbMQELRUOYWzvldhKkJupaCxRnLzVbJaZrqjKX+X6QAbRuEFhriIzQxNIcYInKksVtoLVsCDg06SmaOaXBLPzkuZ6G2HD8ITj2+t2aV5otmk9bxDecGKIX3rO4mK7yfKKwOXSHNyvsOLQ3m7g8ShqqtdZWzNZmPUBgh0V63R3+9m7VzM4IKmtdRrhGhsdG7KSEk1Hh0FqqqKuzkIIzfnzznny/PMJIhHN+fO3GgDrbXJyknzwgfOVycvTNDUpjh93bpyCQcH+/XDyZBzbFmRmCpqaBP39UWZmFKmpitpagdYGnZ0JUlIETU0epLQ4cyaKxyNobvYQi9n09saIxzUHD/pYWrIIh6NMTSXZvz+VhQWb9HSLrq4o1dWCSEQQDCquXrX4gz/I57d/++FENhaL0dXVRXFx8V1PPx6Gs2fP8lu/9Vv87d/+Lbt3736CM/YziU83wG1FHfAAACAASURBVOJJie+dP0fiJr3TQfonAwxMBYglTAyp2JG/dqsavIr/DknEFvH9fBDfO+e6LYl4kEuErAoibgVnPGqu+x3DFvG9vfwj/z/o/Qct2yK+P074zJtMNjY28uGHH95DXG/evIllWXc13t3G8vIyw8PD7Nix46GSi0gkQk9PDzt37iQ9Pf2xqryhUIienh62b99Ofn7+p/64N27BH50w+evTLiqyk1yZcgoDXyyzGF+SDM87x7Cr2CbD0Jztd64N9QXrzKy5SRcwseThyE6btkGD0mxNPAQl2zTt/c415ehOi42w4PKw87p0m6Jqm+JkuzNXXbkiboOZhP4bkuY6m8EpQSAlwsLNFBprNZcHJNG44NhuJ3ii/YrEtgV5QcXuSsXJVkcG4E/THGq0ef+048yQHdSUlShUHC5dNigsUASzNVYSJm5IsoMan0/TPyA50KhYWhQgYGhEUlNl4/NoFhcVk5NuhFA0N68wPZ3O9LTzOb34YpKxMcnwrWPbt8/C67VobXVeNzYqAoEkp087et3GRgFoZmctZmdh1y7BxoYmOzvJ+fNJ6usNYjFJMKjp7IxRVWWgtSQU0igVJyUFtI4yOelm1y6DpSVFVpbk8uUELS0Go6MxiovdnD+foKHBYHk5Tmmph46OGDk5Bn6/RV6eSWdnBKU09fVufD5JT0+ElRWblpYUYjGLAwdMfvZnbSKRyD0e0bcRCoXo7u6mpqbmrpjuB0Frzd///d/zl3/5l/zP//k/72pI/Rzj8xNgkeKxaCxfpLF8EVsJxufS6Z3Mon8iwA86AvzgI5KI/JwYP2bykx973OkS4XmpGLUYIz4YwhpaJdk6A2dnIM2FURHAqAwgy7ckEVvYwo87fD4f0Wj0HtsywzCIx+N3LVNKMTo6SjgcZvfu3fdEA9+JZDKJaZrk5+czOjpKLBbbjC8OBAL3NPporZmenmZ6epr6+nrS0tI+uYN8AnhM+D++apGq1vjOe0EOlyWQlsGpLqf57GC5zYUbEq8N/dMGDcU21ycNxpfSacizmVrSaC1o7TVpLFpmdS2FmSUvM0twqNZGKei4amDZcHSXzbk+SVGG5sPzBkcabNquG4zPCKq2KcxbBgAXewx2bl8lxUxhLCppuwSlRYqq7TYnzzp0YmeFAq2wo4KTp53gidklQWGO5oP3DRrrFSPjkpVVKMsHtwn+dM30jMSfapOTqRlTMDYuMU3Nqy/YnDplEIsJTFPz8osWlzoNFhcFLpfi8OEEWhu0twdxuxVNTeuEQorWVi9aO+93d7uJx5N0d2uOHtV0dEhSUmw6OhQtLXD+PCws2JhmgspKg9VVuH5dc+iQhZSatDTo7rY5cEDhckFaGvT12RQV2VRWarq6bG7eFLhcbp5/3qCnJ8n0tGZsDF55xWRgIMbMjMXMjMULL3hZWUkyPe38a2z0kJkJp0/HGRyMU1Rk0tDg4p131lBK4PcbfPWraZw6tcYbbxTwh39Ysnme3vaI7u3tJZFI4Pf7cbvdLCwssGvXrseyAFRK8eabb3LmzBlOnjz5RC4ln1c8k4pvzb5U/X931gCProA+SQXz5loavZNBuiez7yuJKCsI43Gpu+b9JOONP8nY5fuNeZzt3j3u0/cMftJjeFKfXhWxiA1v3FcS4QRnZG5KIh4119Puy0eXP/L38AjP4I/+vLlfH8MzGO6oDn+ansGPM+5p5vr1fejBrYrvM8BnvuL70ksv8Rd/8Rds27btruW3PW937NgBOElSvb29ZGdnP9Q/90Gxw0op1tbWWFpaYnl5GSEEWVlZBINBUlJS6O/vxzRNqqurH0sO8axwW2ahlGLN08C/P+FmflkwNCtZjwoEmlfqbN69ZpC0BaahOVzjVEZ7xiSpXk19mWJmRZBYB9tWZPnjDM6mUp0bIhFxg2lwY9a5Tny5yeLagOTmklNJPtRgk4xC5y0bsz3VIcJRmJtLIxyBw3sUHVclh3YpOjolB5oUbVck6alQmqVJT9O0XXbGHmq0kTa0XXRe52YrmuoVJ95ztr0tT1FTobhywWBtXVBUqAjmalLc0N5msH27IiNDE08I5madsAi322JsLIX9+xXz8wKfT9PTY9DQYGFZNqDo6zNxuy127lxmY8PL8LAjA3nxxSQLC5pr15xzp7HRSVQ7c8bhD0VF0NAAx48nnf3NdeQM772XwLIgK0uwe7fB0NAGU1OKlBRFU5OXRMLmwoUYXq9g3z4vUirOnNnAMODgQR+JhE1vb5SNDcX+/T4iEYv19RgTEwkaGlIAgWnaXLkSprzcSyDgwufTtLau8M1vbuf3f7/sgeeLUorh4WHm5ubweDxorcnMzCQrK4tAIHBfmY5lWfzmb/4miUSCv/7rv35guMvnFJ+fiu/DkJsRJTdjiqP1N4nETQamAnRPBukZD3JpKG/TJaK6eJXK4hCZaYkf9S5v4QkhU0w8u7Lw7Mq6FZwRxRpaJzm4ijU8DsfHkXkpGFWZmJUZ6IKMH7uO0y1s4Z8iHmRpdqfjw53evA8z0n9Y7LCUkkAgsPkIOJFIsLKywtjYGEtLS6SlpVFYWEgikXgsr9NngdvhGAUFBRQWFiIE7MhN8LU/95CRosnL0GR7NG9fMNlZrFiNaVY3BCsLAp+p8ado1iOCqVlBdZ6iddogYZmshA1e2Zvkg440YgmBx2XTULyCSxicOOMnI03RvNOme1QSXhPMLwkaKi2uD5msrLlIcbnIz1EM3DBovWTwpYMWw6PSsTW7YLC3wcaloKPzFlneZePzwqULTpNY816bsSlBab7mxAmTg/tt+kck/lS40mFQW6fo6ZVMTQtKijRaQ3q6ZmJCUlWlyMtTTE3C1JQHw3Dz5S/bnD1rEAoJhNB8+csJLl/WzM9LhBAcPWqTSCQ5fz4dITR79oSBOKdO+dBa0NRkE42azM8nuXpV09wsmZlxAiuOH0+wZ4/JyoogJ0fz3nsRqqtNkkmDcFgxOBjBMCyqqjSjo5J4PMHsbJLmZjcXLybQOklfX4TDh310dMRYXU2ysBClqcnLxYsxbtyI4/dbbN/uJhy2GRiIUF/vxTBg+3Y3o6MxWloMVlaSjyS9WmtGRkaIxWIcPnx4syF0dXV1Mz5bCLF53nu9XrTW/PzP/zzNzc1861vf+rGyK3sUPlcV3wdVU20lGJtNp3cqm4GJTJZCjtYlLxChsnidquJ1CnMiKLFV8f2sV3wfNJfWmuRiEmtwFWt4FTUZdmpYtyURVQH0fYIztiq+bFV8twCfg4rvz/3cz/HLv/zLNDY23rU8HA4zNjaGlBKtNdXV1Q9sMrvTm9cwjMfyK73tCDE7O0tdXR3gVJmXlpaIx+NkZGQQDAbJysr6VJrb5ubmuHHjBrW1tfeQ+6QFv/s9F9eHBJYlNrW62zIVDYWKdy/dSh/LVhQGFTMzkqkFx1YsbkNmqmZoxHl9c0mwsCJpqbeIRBSDYwbhqIHbtNlfFaazP51YQiKF5lhTlJ4+LwvLEpepObhHgQ1nzxl4PZq9jYquPklxQDMxJdhVrzjXadBYa3NzSlBaqjl/0UBKzZG9ingCLlxy9r1pt02Ki03tbW6uZt9em7ffdo4lL09TU2Nz7ZpkdVWSk2NRUiJwuZxmt7w8zfbtimhUMTqaJC0Nysok164JqqsTTE1pKiuhowMOHbIZGEhQU2PS3q7JzrbxeDYIBhXd3akoBYcPO4ESFy8micfh4EGB2624csUiFIKiIkF5uaKrK8HqqoFpal54waS3N8bUlHNBe/llH2NjcQYGHInOsWM+4nGb8+ed8ImaGg9FRYJTp9bRWpCVZXDggIfTp0NEoxqXS/ClL6Vz4cI6P/MzeXznOzseeL7Ytk1PTw8+n4+KiooHFoKSySQrKyuMjIzwxhtvEIlE2L9/P7/1W79Fc3Pzp9a4+Sni021uq93n0/+t07k7eRIi+KjmpcdtQptf89E9mUPvZNZdkoiq4jVqilfZUbCG6br3M3kSQv6swzLuHPc4Nw0fZ7uPGveo38MncQyPu98f3b6KWCSHQ8SH1kmOrMOdkoiqgNMk53d/7BuURx3D/eZ6rDjo+5Djp22Ue2pifNeyR4RlPGj5JxVf/Cv70ANbxPcZ4DNPfN944w1ee+01Wlpa7lq+uLhIb28vlZWVbNu27ZHShifx5k0mk/T09OD1eqmqqrpnjFJqM2J4ZWUFIcRm8prf7/9EnzYppRgaGiIajVJXV/dQ0v7/njP43/7STX2JondCUpaluDYiOVKnONcjycnQpEooyNa0djnf/72VNj5T03orJjjLrzm40+LtM852CnIUuVkaHYdrfQb5OVEM00Jrg/Cym5wsjYXB2LSkZZfNypJgPeL49aamaPbX2/QNSGbnnM/wpS9Y9PdLJqed1817bXyG5syHzvb3N9skbBgflqysCA7stxkaluysUbS1GRw4YDM0JAkENMvLmvz8EHNz6SwvCw4etLAsGB83mJ83qK9PkpaWZHwcbt4UeL2KlhaLgQGYnHR+Ry+/bDM8nGRkxPkqHDggEMKmo+P/Z++9o+O4z/Pfz8zsLoBd7C56BwmQAAiCAEgCIFhBqpBqlp1jx+d3bStWFNlRknP0i2yd/GwnShw7bklOchPHdq7LsXKdxIntuMi5sUlKlEiJJEAQoEiid6KTKLso23dn5nv/GGAFkgBRWCRZeP7B7GC+bWbLM+887/MaN0qGdViAM2cMvXhGhk5JCZw+HSISgZQUmdJSC93dPkZGdOLjoaIijnBY5dy5ABaLRHV1LIqi8frrRjGK3butCKHT2urH69XZsSMOSRJMTfnp7w+xeXMsiYkmhFC5cMFDaqqZoiIbigJvvDHN88/n8qUvbVryfRAOh2lqaiIjI2PFCWkdHR08/fTTfOYzn0GSJF577TUeffRRPvShD62o/Upx7NgxnnvuOTRN45Of/CSf+9zn7mj/K8B7i/gu3J4NxdA1nED7UCJdI4ZLhEnRycvwRBPk5iUR68R36XGvn9fbT3wXbhsuEUbRDLV75i2XiHQrcpGRICdlxV/3I7VOfFknvu8tvOOJ72c+8xl27drFI488AhiR2OHhYa5du4Ysy1RWVi7Zdi1lh6enp2lvb2fz5s2kpaWtaI7hcBi3243L5WJ2dhar1RolwrcjiwgGgzQ3N5OamsrGjRtXRKi7RyWe+gcLiWbBlTGZ/jnCubdYw++Fy/NuBsUakhC0dSn4AhJ7yzWaemV2btY52yCzf6fO+XajbWm2TlysoO6yjK7LFOZqZCfpvN5gQghDGlFdOs3p2iRAwmYVVGzXmHbLNLfJOOyCbcU6Pi/0dMiYLbB1q079BZndpTqdHTJFW3TqGxQKNhsWZekZb1mJ3XdIJRCQoq/LyzXi4gLU1xsJhgkJOvv2hfj1r2VAxm4X7N2rU1en4fHIWK2Cykodvz/ChQuC2FioqpLRdY1z51RkGfbsURgd1QiHQ4yO6uzda6a9XWfLFkFdXYjqaguDg4L09AitrRHy8iIEgwrhsIyiaJhMERyOGDo6VCoqZK5ejZCVFcP58yEOHDDT1uajpMTKuXMBtmwxMzbmp7jYSlNTCIsF7HaN9HQzQ0MhxsfDlJfHEgrp6Lqgrc3PgQN2BgYCPPlkNn/2Z3lLXn+fz0dzczMFBQVLlgy/EWfOnOFP/uRP+Nd//debnqzcSWiaRlFREa+88go5OTns2rWL//zP/6SkpOSujbkI7i3xLa2KET9tNHzj1kJWF2I1VmHLkdWwbqJvzEnbUDKtgylMeowvqoxEH8W5U2zNdZOT6kWWlieNtysDuBfnY7E53K512o3tlpv3Wtaw3BxuFcUVQhCeVIl0G57B6pAPBEjxJswFTsxFTkz5djTLyjyDV7OGO9p+Geu0hfvvqXUaLC6duF3iO//3E1WIjnXiexfwjie+X/rSl8jJyeHDH/5w1JvXarWSl5dHU1PTosR3obTBZDKt6HGtEIKBgQEmJiYoLS1dM2EVQuDz+aKyiHn/4nm3iJU+Ona5XHR1da3YemohgmF4/lsWfvq6QulmnZ5RGQeCGa9EXo7Om90KJbkaQY+EzSZo7jU+34crVIZHJTr6jdfF+ToZCTqn5mzMCjaGcNpNDPTJTLolSot1pjyQlyk4W6ewtSjA+ISM16ewIS1MbKzCmMvM+KRMWZGG1QR9gxITkzKSJHj4Po0LjTITEwbBfvABlYEBmZ4e43VlpYbTKXjtNWP8igoNIXT6+mBmxsz27RpTU5CdHaauDkpLweeTsVp1BgYi5OQY35mDg7B1awSPx7BCa2kxCk1cvRohOVnhzTchM1OQnBzBZpOorzc8fWtqFHRdUFsbRtcNcmyxaDQ0qAQCkJ0NWVk+2ttlvF4TiqJTUyPo6dGj8oZHHrExOBiirS0IwP79VoTQqK31ArB5s4VNm0ycOjVLJALx8TIHDlg5f96D22308eijCXR2+njf+1L5678uXPK6z9+0lZaWrqigihCCn/3sZ3zzm9/kZz/72aLWgHcSdXV1fOELX+D48eMAfO1rXwPgT//0T+/quDfgNyO57XahyILCzGkKM6d5vLqf8Zk42gaTaBtO5o3mbE415RAfG6Y4d4qi3Bk2Z81GXSLW8e6AJEmYUmMxpcYSty8tKokId88Qbp8ifMkFJgklz4GpKAEKkpGdS1shrWMd67g3mE9um/fm3bRpEykpKQgholXXFmIt0oZwOExrays2m43KysrbSuiRJIn4+Hji4+PZuHHjdbKIK1euIMtyVBu8mCxCCEFfXx/T09NUVFTc0pJtKcRa4J8/HebQDoUvvGhmR5ZGbbNCICQx1S7z8K4IDU0m3DMSiiKo2aEhVDjxugmzSXBgp8b5VhmbJKirlykvmKKpJ4FIxMzEVSjapDHpNtHSIXNol0Z4zlWuvSuO9BSd+6o1jr9qOCXYbCrVZVM0X0wgEFBwOgV7qjQkHY4dNRmv92iMj0tcuqSgqkYltbo6mdhYaGhQ2L9f4+xZmakpHZ8vRFERXLigcPmyxIEDIUBgMkFLi0R5eYTERJXeXomODgmrVeX++1Vqa2F21jjXjz2m0dAQYmICBgZ0Dh5UmJ1VuXTJuFkqK5PJyIBXXjEWtnmzQn4+vP66l0gEMjMVqqrMdHV5aWiQcTplamrMBAJBTp0KYzYLyst1LBaJY8dmAKiutiLLOpcve/B6dUpK4rDZJCYmfLzyygzZ2THk5sYSiYQ5dmyC+HiFmhoHsgxHj07yv/937i1J73yC586dO6/z7l0Kuq7zT//0T5w8eZKXX36ZhISEVb/PVouRkZHryHVOTg719fV3fdyV4j1FfG9EmjNAWtkIB8qu4Q+ZopKIloFkGhe4RBTmzLJlwwz2+JXVi1/HOweGS0QiMeWJqJo8J4mYJtI9S+jXA8AAUrp1zirtZknEOtaxjnsDq9XKf//3fxMfH8/jjz8eJYKLfR7nyw6vRtrgdrvp7OyksLBwxY+GVwNZlqPFBMAg2S6Xi6GhITweDzabLSqLkGWZlpYWHA4HFRUVt/2d83/dr1FVqPPxz8eQkSBQzAIFQd15ExmpAnucYOCajB6EabdEdrrOyJhM/UWZQxUal1t1QmELTR2JHKxWGR+X6BhRGByRqSjTcMQJXj+tIIRE5Q6NsUmJpDjB8eNmqio0+kdkMlIlWi4lUVQYYmhYY2rKjH/Gh66bSUuzMD6uMD4ukZ4mCAbA5ZKprVV45BGV1lYZj0fi7FmFvXsDjI8HGB+3Mz4OxcURNmzQefllAIlNmwQbNqg0Nkbweg3rscxMCVXVOHZMIzVVYvduBVnWOXYsRHw87N+vMDCg0dcXYHJSo6YmhgsXNOLjNV59Ncj+/bG0t2skJQlef93H9u0xjI9rhMM6nZ2zOBwKyclmOjtDBIMhxsYiVFfHcv58ELs9jpYWDxUVMk1NgokJD253hNLSODo7NSYmwgQCKsnJJmQ5lqGhIBkZCjMzKpWVdi5c8CCESnOzh7/4i3w+97nFNb1CCPr7+6M3Sit5oqCqKp/5zGfw+/386le/+k2zK1sz7orUobzKLP6/RuORjbbI4+nbfRy/Vr3wSh/da7pE91gSbUPJtA0lMzFr3NEulERkpgaRpZv7XamWdiXyhrW6XCy1rluNtRb3gzup8b3XDhJCCLTJEMFuH+GuWdTh6yURclEiyiYHkvn2pSGLzede6IXvioMELK4ZXtjXclKIxfbP//14FaJtXepwF/COljpcuXKFxx57jM2bN/Pv//7vN/nnNjQ0sGvXruukDSstOzwfWZ2amqK0tHRFUbI7jXlZxOTkJGNjY3i9XpKTk8nOziYpKemO+QWHI/Dn/4+ZNxpkkuPh1JxvrjVOcH+lyq9fNbS6dpugrFgnFBBcaDIRb9XYViS4OiYT8kqEQrClUKf+ssK+HSodrQqFBTr1Fw0Xh+1bdNChfs62bFeFSowCZ2rnShonCPbtVvn1r4zEOZtNZcuWKfr6EpieNmOzCXbu1AHBmTMm4uIMbe7ISAS3WycQMLF7t6ChASoqwtTXC/bulbh0SWbjRsHgYJjSUonOToHPJygpiaAoMDoqMToKe/YI/P4Ifr9MT48gMxOys1XCYUFTkyFvOHTIjN+vc/68kROyf78hYaitDaKqEjk5EhkZHjo6YvF6wWQSPPhgDC0tfkZGDH/fRx6xMTQUorU1AMC+fTbgLXlDRoZgwwaNpiZBMAixsRKHDsXT3OxjdNQY9+GHE7h6NcihQ8n89V8XL3pddV2no6MDgOLi4hXd6Pl8Pp5++ml27tzJF77whXtqV/ZOlzqsE1+WJ1fXZuJpG0qidSiZgTGH4RIRF6Yox3CJyFumcMZCrBPfdwbxvXGf7lcJ9XiJdM+85RJhklDyHZgKE1AKExAO65rWsNh81onvDfvXie/dxjuW+Aoh+OAHP8jBgwcZHBzkS1/60k3HNDQ0UFlZiaZp0YIUK/khD4VCtLS0kJCQQH5+/tvqVSqEYHBwkPHxcUpKSggGg1G3CJPJFC2iYbfbbzsC/EqtzO9/IYYNGTpXRmSKN2jUNSpUlen09Mt4fFC+OULQ72d40s6sV2FDhk5ems7lNoUZz5xU4IEIdXUmpqaN13urNYQG5+aSz3ZVaaAJ2poUfD6JqiqNwRGJzXmCulqFnTs1rl2TiIuDmRmJjAyVqSnB6KiF8vJJfL4YNC2G/n4LubkBrFY/smyjvV0BdB54IIzbLbh0yVjX7t06JpPO2bPG67Q0QWWlyrFjEYSAuDi4/34TJ08GCQRAUeC++0yMjITp6DBumKqrzdhsOidPGvKGbdvMpKUJTp/2oKqwcaOZjAxBX5+PiQmZxESF0tJYwmGV+nofMTESu3ZZURSd11+fNc7DLhtms6CpyYvXq1NUZLg1jI156e8PkJSksGGDTCgUor1dw2yWqKpyEhen8NprLv74j/P42tcWJ72qqtLU1ERSUtKKEx/HxsZ44okn+MQnPsHTTz99z59iqqpKUVERr776KtnZ2ezatYv/+I//iNoF3iOsa3xvB6nOAIecI+wvfUsS0TaUTNtAIm92p6LIOvmZhktEQa6HhPjI2z3ldawSstWEpTwZS3lytHCG1jWF2jVDqPtmScR64Yx1rOPOQJIkXnrpJd544w3a29sXPUYIQSQSiUZ5V0Jg55PGioqKSE5OvtPTXhUikQhtbW3ExMREtcXz0gcwCLrL5WJwcBCPx0N8fHxUH7yWCPWRfTr1/xngD78YgyNGY2ZaQgiJhiaFzFSd7ZsDnKqzARbSUwRlFSq9nTJv9JhITxVsKtWIs8DRYyZSkqFyh0Zrh0xgBoaGZHbt1Gi4qOD3wvS4TGmpTn29QmOjzMEajUjE+G68eFGhpEQjPV1w6pSCy2VUInv88RBHjzrQNEN7XFExwuCgjaEhQx+7b5+Oomi89tq89RgIodHaGsbrhR07ZLxemfj4CEePqmzZIqMo4HTCsWNBsrJkMjJkRkdVOjv9+HyC/fstnDsXRlEi1NUFqamJ5cIFFatV5+xZH7t2xdHbGyYYjNDXFyYjI46EBMGVK2GCwSATExGqqmJpbAwihMrlyx4OHIjn/HkfgYBKd7eX7dttdHaGmZ5WCYUCJCSYKC620dfnR5Zj8Hh0du2y0tjoIRCY5c03Qzz7bAqf+lQi4XD4JilCMBjk8uXL5OXlkZ6evqJr39nZye/93u/xta99jUcffXTV7507AZPJxDe/+U0efvhhNE3j6aefvtek95a4KxHfHVWyeK3R0GetpsjCctHhtTgirNU9YSV2Zpou0TfmpHUohbahJCYXSCK25M5QvGGK7BQfYpHCGauJRN8JK7BVRRKXiZavZdzl2q3E1WGla1iJy8Vykfd5LHSJCHV70OYKZ0jxJsyFTsyFTtiUgGRWlo3Mr3UNS/W1bIR7hdZpC/evxCFisT5WFRG+bv/czcN8xPd/VSFa1yO+dwEr/qJfzn8zFArx5JNPcuHCBZKTk/nxj39MXl4eYDzS/P73v4+iKPzTP/0TDz/8MAB5eXnY7faoJrexsfGmcS9evMjf/u3f8t3vfje6b17aMDIywvj4OLGxsVGdrNVqXfTmU9d1ent78Xg8bNu2bU1JY3cSHo+H1tZW8vPzV0RehBB4vd6oW0QkEiExMTHqFrFaWcR3fmjiz//OzM5SnUsdMptS/LS0W9m7S+Niu0JKgkD1Qn6e4FKrjD8gsa/SSEq73Cbj9UnExgoOVWnUnVOYnYsGP3REpbVJZmTOp7eqSiPeLjh10vis79ihoSjQ3y/jckmUlOgEg5CVpXLmjERBgUBRNLzeEH4/2GwSCQk6LS0WSkvdDA/HkJ8PFy/Gsm2bxuRkhMJCidpaHYtFsG2bRlycxJtvavj9Evv2GeS4uxsmJwVZWZCfrzM6qnHliiFveOABExMTGk1NRnDq0CEzqqpz9mwQkMjJ0cnOjtDUJBMIgMUC998fO8rSfgAAIABJREFUw+XLPq5dm5c3OBgcDNLWZhSj2LcvHkXROXNmBiFg48YYCgpiaGiYYXZWIyZG4tAhGz09Qfr6DEnE4cOJzMyE2bcvif/zf7Jwu9243W6EECQmJkblL+3t7WzdunXFCWm1tbU8//zz/OAHP2Dnzp2rep/8BuLeSh3eK8T3xu3xmThah1JoH0q8ThJRmDNLUc4Mm7Nnb5JELDXWwvHWie/q1nAnie/C/RpG4Qy1Z+ZmSUSeA7koCbkg8SaXiHXiyzrxffuxoi/6lfhv/vM//zNNTU18+9vf5kc/+hG/+MUv+PGPf0xbWxsf/ehHOX/+PKOjoxw+fJiuri4URSEvL4/GxsZbJpX19PTw/PPP88Mf/jA6lxvLDvv9/ighDAQCUfuw+apqwWCQlpYWkpOTycvLe1ufygghGB0dZXh4mNLSUmw225r60TSNqakpXC4X09PTmEymKPmPj19ZMm5Hr8QznzVDeBb3lJUrg0YUuaJcwwzUz2mBc3N0thZqvHLC0AJnZepkZAo0P1y+ZFRJy8nVCYagv9dwYygo0Dl/XmbPHp3WViP6W1srs2mToWvdtElQWyuj6xIHDwbRdUFDg0woJJOT4yU/Hy5fVpidZa7ssMaFC4LxcWNdu3bNMj4OAwOG7VxxMeTkaJw4YWhkMzJkduyQefnlALoOdrtEVZWZ3t4Qg4MaJhPs2WNBksKcPh2Y6zMWq1Xi7NlZVBWKiizExIQYH9cZGxOkp5vYtCmGSCRCY6OPuDiZykrbXHGKeXlDPBaL4NIlDz6fRkFBHGlpJkZGAgwMBElIMFFeHk8wGOD8+SlkGaqrk4iPVzhxYoLnny/gS1/aet11UlWVqakpRkZGcLlc2O12UlJSohKYpZ50CCH4xS9+wde//nV+9rOfsWHDhlW+y34jcW+lDoousPoMLzvNJM/9XfCDrdyaMN0uMV7Y7m4VnVhsrI1OPznOGR4uNQpndAwbCXLtA8lc7E4xXCIyZti6wUiQe6twxq3nuBwxXvhwZO3n42bHiuXOh3LdOQyveNzF2t0ZnfLK1/DWHG4975vmYAXKrWjldoSmExn0E+zyEu6eJfLrK8AVlPRYTIUJmIucKFlWNMl0U19LX7OVr8ES3bdEe2WR9soSUem5z6eyJPF9q9/FyPHynsFLOKJEi2zMtX/vlIt/R+L8+fMUFBSwaZORWf6Rj3yEX/7yl9cR31/+8pd84QtfAODDH/4wzz77LEIIfvnLX/KRj3yEmJgY8vPzKSgo4Pz58+zdu3dFY9vtdrxe703evAulDVarFavVSm5u7k32YZqmEYlEKCgoICsr620lvZqmRWUbVVVVt5W8pigKKSkp0ZuGYDCI2+2mv78fr9eL3W6P6oOXim5npkzzlefa+dXJSr737zEc2K0xNCxxdUhifELiwD6N+gaZ3HTBay+b2L9Hp/GyjHtKIs0piLdCfLxgbEwiNQUSnEY01OWScLtlHn5Y4+JFmdlZidpahfvuizA5KdHXZ2J0FLZs0dm4MTjnzACZmSEyMwP098dx+jSkpMDu3QJZVjl6VJ1zYjDh8Qja2kyEw7B3r0p7O2iajxMnLGzfrjIyYiI/X+f4cR+lpWYCAYlAQNDZ6cVikaioMHPpUgRVjdDZGWL//jjq6gLIsk5Dg589e6w0NQWYmgogyxK5uXHExkYYHY2QkyOYmVHZuTOOixcDQITmZkPeUF/vIxhU6eycZccOO93dQbxelXA4gMNhorTUSnd3AI/Hz8iIn/37kzh/fgqTSefUqQm+9KVtPP/8zZZl8zdvqqpSU1ODEAK3283w8DCzs7PExcVFnUNsNhuSJCGE4Bvf+AYnTpzg5ZdfXrUX9HsR6xrfuwRbjErl5nEqN48T1k30jzloGzKI8H+f28R/n9tERqKPrbluijbMkp3ii7pErOPdAUmRseTHo+Q7sT6UhTYZMgpndM0SOnuN0JlrSPEmlIIETEUJKJscYF7/yK3jnYuV+G8uPMZkMuF0OnG5XIyMjLBnz57r2o6MjACGjvehhx5CkiT+4A/+gGeeeeamseeJr6qqSJKExWK5pZZ33j4sISEBXdfx+Xzk5OTgdrsZHBzEbrdHI6P30sbJ5/PR0tJCTk7OXSHgsbGxZGVlkZWVhRACj8eDy+WipaUFVVWjsoiEhAQURWF4eJjR0VGqqrZTU2Pmt98f4s+/YibNIZhUJTRN4kytwpEalcF+CVWVOHPGcHHYkKPz6qvGd1Zmpk51tUb9OSORLTlZUF1tyBmOHTNhtwv279cYG4OmJoHfL6ipiVBXJ5OSEuHVVwX79gkuXhRYLBr9/WYKC3V6eyVcLigsVPH5dPLyJPr7BbOzKpoWZtMmheZmnUuXdHbs0NH1WEDn8mUTVVUB/P4QimKhuTlCTo5EUZHCpUs6o6OCwcEIhw9b6OkJMzWlc/ZsgAcfjGF6WsXvF5w542fjRpW8PAtnz4YZG/NjtUo8+GAsDQ0eXC4VCPLoow76+gK43SpnzkxTU+MAdFpaNM6enZ6TN1i4cMHP4GCA2FiJmhonQ0MBxsfDjI+7eeCBJAIBlU9/unBR0iuEoLu7m1AoREVFRfS9n5mZSWZmJkIIAoEALpeL3t5e2tvb+a//+i8URcFisfCrX/3qbZf1vFuw/it8D6DIgs2ZM2zOnOHR6kEmZmLpGEqifSiR15tzONkkYYuNsCV3msKc2eskEet4d+DGwhkRvzAkEV0zRNrcqJcmwSQh5zlRihIXlUSsYx2/qThz5gzZ2dmMj49z5MgRiouLOXjw4HXHWCwWenp6+PGPf8xDDz1EZmbmsv36/X5aW1tJS0ujqKgoSjIXEsKmpiZ0XY9GRZ1O511zdxgbG+PKlSts27ZtRRW1bheSJOFwOHA4HOTn56NpGm63m8nJSbq6uohEIlgsFrZu3RpNktu1U+elfwvxl1828+IPTBzYrSFUwYljCooCNfs0LjfLWGMEJ19TOLBf482LMslJgvpzCuXlOu3tMm43FBVBOAwZGTrXrsmMjQkSEiLouozbLXP6tM7hwyGuXZPQNJnaWont24M4HBKnTwvq63USEgSPPaZz9KiGrkuYzfDII9DYGGByEkDjwAEzmqZRV2c8oSstNZOZKXHiBAgRQ26uTEaGxpUrYU6elIiPF1RXG++Fl1+exWSC/fttyLLg1KlpNA22bTOh6xFcLnj9dR8bNljIyrIQDqscOzZFfLxMTY0DSdI4etSFJEF1tR2TCS5cmMbv19m8OY70dDODgz5efdWLw2Hi4MEkAoEQJ05MGOd7VwKJiQovvzzGZz+7hc9//uayvZqm0dLSgs1mo7S0dNGbJUmSrnvisWnTJl566SWCwSDhcJi9e/fy9a9/nZqamjv6Hnv66af5n//5H9LS0mhpabmjfb9duCvEV9Ih1mdsC5NB4FTlLSKnmSILtuUF23M6w9uUQixstxqt5J3UC9/qsflGZ4CNzikeLgVfyETrcOqcS0Ry1CVic+Y0xbnTbM11Y49f/HH8Sq3TFs53Ndri5SQUy0kSlprjWi3I1qKPXU6OsZyMYKk1LDdvxapAuR3mJREDfkLdHkLdHiK/nsaQRMRhKnSibElEzrRd92W3nDRkqTUsNp8VSVLmP3MLDr3uOiyQKkUlFtdZoy0i0VjGOu36Pox56fL6Dd/biezsbIaGhqKvh4eHyc7OXvSYnJwcVFVlZmYm6km7VNv5v2lpaXzwgx/k/PnzNxFfRVH44Q9/yKVLl3jmmWeYnZ2lpqaGI0eOsHfv3puiWfMkc+vWrTidzuv+dyMhVFUVt9vN1atX6ejoIC4ujuTkZFJSUtZcsnghdF2nq6uLUChEZWUlZrP5tvtcCxRFITU1lfj4eGZmZkhPT8disTAwMIDP54tGwZOSkvjbr8AH3qfxzW+Z6O02/HH7+2UaG2V2VRkV1nTdiP4eOKASCkn4fBJ1dQqpqRqPPKJx9KjxbRAfLzhyJMyFCyo9PRJms8aBAxqSpHHihECSBKWlPiQpnoEBwfS0oKJCwuUSZGaq/OpXEQoLZSwWBUURvPFGEIdDZvdumZYWlZmZCH19KgcOWKivD+N0apw86WPfvjja2zUkCQYHI+TkmHE4YGAgQigUZnxcpbhYp6NDIRgM0tursnevjfp6H253BJDYvDkGSQoyNhYmOVknFNIpLY2jpSUAqLS3z7J/v536eg/hsEp7+ww7dzro7g4RDKoMDPhwOs2Ul8fT3e1nZsbH0JCfAwcSaGycwWKBEyfG+Ju/KeXZZ2+O9IbDYS5fvkxWVtZNn7WlMD4+zhNPPMFTTz3FJz/5SSRJIhQKRSVCdxJPPfUUzz77LE8++eQd7/vtwl1JbqvaIYnGOS2PmPu9WygL1EwLt997xHepuWi6RO9Y4pwkYqFLhJ8tuVMUb5gmI+Xmwhl3i/guNseF2+8G4rvc9V/rGtbiGQygChltMmQQ4K4ZtGjhDDNKodPwDM53oFtilu3rnZQotxbP4MXa6Q/VIC6/uS76ufNY0Rf9Svw3v/Wtb9Hc3BxNbvv5z3/OT37yE1pbW/nYxz4WTW578MEH6e7uJhgMous6drsdn8/HkSNH+PznP88jjzxyy7nMzs5y8uRJjh49Sl1dHTk5ORw+fJj9+/fzve99j4997GNUVFSsmmQKIa5LkguFQtclya1WjxsIBGhpaSEtLY0NGza87TaH8zZuN7oBCCGYnZ3F7XbjcrnQNI2kpCTi4pL5+tfT+H9/YKaqSmd2Bi5dMgjo3r06fj90dMj4/RJ792p0dEhs2aJy7pxEZaVgdFQhPl4wMREmMxNUFbq7Bfv2qQwNadjtKm1tsRQWaoTDEbKyFOrqQJZhz54IsgwNDSqhEOzYATabRmen4cxgs0F1tWBgQKevz7gpPnxYYWoqzIULxs3y1q1msrIkXn/dj6pCTAw88EAM9fV+3G6jzQMPmLhyJciVK8a52LJFJSXFEnVzSExU2L07htraKWZnjTaPPZZIR4c36sRw6JATVdU4e3YKgPz8WPLzY7h4cZqpKRWrVWb3bidjY0Ha2jyA4P77k4lEBPfdl86f/un1iWxgyGKam5spLCxcseVeV1cXTz31FF/96ld57LHHVv3+WAv6+/t5/PHH320R37W7OkiS9CLwODAuhChdyWjrxPf2SSXA1Rkb7YMGCR4at6MLQxJRlDtDUc4Medk+Ysz6OvG9od07mfje2JdROMOD1jWN2jsDYR0UCTnfiVKYiFyYiHBab9nXOvFdxwqw4gjHr3/9az71qU9F/TdfeOEFPv/5z1NVVcUHPvABgsEgH//4x7l48SJJSUn86Ec/iibDfeUrX+HFF1/EZDLxj//4jzz66KP09fXxwQ9+EDCI9cc+9jFeeOGF1U1eCLq6uvjBD37Ad77zHYqKiigvL+ehhx7i4MGDa3ZMANA0LZokN19MYqWuCZOTk3R3d6/KcupuQQjBwMAAk5OTlJWVLav3nHcQmHeL6OhM5ic/2cToSBxCSPT0KJSXG1ZhVqugqckoA3zggEowKDh/3vjtLi9XSUrSeOMNCV2XMZt1HnpI5dQpDd/ck9/DhwVXrmj09hpvw7IyifR0nRMnDDuXnByJ4mKJM2d8BIPgcEjs2GFmaipCc7NRlW3PnhhMJp3XXzdsxHbsMF4PDoYZH9fYuNFMWpoEqDQ0+LDbZbZvtyGESm2t4cSwbRvoupmxsTAul8aGDRAXJyPLgvb2MImJJrZtsyFJGqdPTyPLsHu3E0URNDRMEQrpFBZayciw0NMzy9WrIex2E5WVDjyeMBcuTANQUZFAcrKJV165yuc/X8pnP3uzvGFqaorOzk5KS0uJj49f0TWuq6vj05/+NP/yL/9CZWXlitrcCbwXie9BwAv864qJb5kkGn8+98J0w1+47nHqwv0rJcl30iFiYbs74RCxFjeJ5QiohoIvZKJjOInWoRQ6RpIIhk2GS0TmjOEZnDtNQnx4xYRrqbGWOnYh1nI+rp/L6q3TVjvuYuOvpuTw7a5huTksdqxROCNIuHuWcJcHfcqoLKSkx2EqcmIuciIy36rqtJYblOXWsFRfd8M6DW52iAjd9wD6xUvrxPfO4x1buW2lcLvdPProo3znO9+huLiYN954g6NHj3L69GkcDgeHDx/myJEjbN269bY0vPMV1VwuFz6fD4fDEY0GzyfJCSHo7e1ldnaW0tLSe5o8txhUVaW1tZXY2FgKCwvXtP5AIMDoqJu/+zsrP/5xBrt2zXD5shOPx/iM7t+vIkkaZ84YfVdU6JjNGh0dKjMzUFgIZrOM06lRV6eRnBwhJwdCIYXR0RC6Ltixw0xDg055uc6bb0bYs8dMc7Ng82aJ9nY/JSVmXC6dqSmNnByJYFDgcEhcuhThwAGF1lY/27bFUlcXYuNGEz5fkIKCGNraVLxenfJyiUhEEAjodHeH2LcvjoGBAJmZCo2NAfLyzITDOps2xdLU5EVVBZs2SQih4vFoDA5CRQWMjqps3Gjj/HkvFRXxdHa62bEjgY6OAFarTDgcJCnJgsmk0NfnJy9PYXjYT1lZIm++OcP27Q5qayf4+7/fyR/+4c3yhqtXrzI0NMT27dtXnJD20ksv8Q//8A/89Kc/ZePGjau+vreD9xzxBZAkKQ/4n3Xi+/YR34XHarpE/5iDljnPYNesoVHLSPRTlDvDlg3TZKX4r3OJWCe+73ziu3C/KmT0yaDhF7yEJIL8JCSLsmj76/paJ77r+A0gvmBEZ2+UIsyXAj5+/DjHjx+ns7OTqqoqjhw5wn333UdCQsKa5Qfz8oDJyclogQGn08n09DTJycls3rz5bZc2zLtIbNiwYUUJgSvB5cvw3HMKo6MSsbEhrlyxUlo6y/CwhcJCmfp6E8XFKm53hKIiOHcONE2wZ08EXVdpaZHw+cyUlOjY7RFGR3WGhgQmk+DAAQWXS6O52dCj7t8vzxFqQ3ObnCxRWSlRW2tUaQN47DETLS0BBgeNCPGePbHIskZtrRH9TU1VqKqycOKEh0jEkFE88oiNN9/0cu2a0WbfvjiEENTVGZ1mZprZvt3Ma6+5CYcFsgwPP5zI5cvTjI4aMoqKChlNk7h82bBnLSqykZMTw5tvupmeVrHbFSorHUxMhGhtnUGS4ODBZDQNHn44i+efv17eIITgypUrzMzMUFZWhsm0fJqVEIJvfetbHD9+nJ/+9Kdvi13ZOvFd+phngGcAMnMtlVde0YiRtXXie4tjb9V+NfO6NhNP52ACHUMJDC4iidicPYvJLC3Zfqn5rhPfta9huTmsJjIPRAtnhLtmUftmIaRdJ4lQihKRHDHrxHcdS+E3gviuBJFIhLq6Oo4fP85rr72GLMs8+OCDHD58mJ07d96Wp+7ExAQdHR1YrVbC4TBWqzWaJLeW0sK3i/Hxcfr6+u6Ki4Smwbe+ZeJv/sbE7t0B6upgdtb4Da6unmJyMoa+PkNfXVAg2LxZ5fhxg2QmJxuk8dy5EB6PobvdvVshFNKorzeO2b3bhMmk0dDgJxyG4mIzVquEzxehszNMaqpCQYEFs1nwxhuGL291dSwzMyojIyHcbo2dO+Pw+zWsVpWLF33k5FjIzo7BbIYzZ6aIiYGtWxU0LZbhYS9TUyo7d9qJRARCqLS2esnMtJCXF4fJpHP6tBuzWaK6OgHQOH/eTSQi2LTJQny8ytCQytSUTny8QlVVIjMzAS5eNOQNO3cmkJpq4eWXR/nqV3fy3HPXk15d12lvb0dRFLZs2bKiGyZN0/jc5z7HzMwM3//+9982u7J14rsC2IoyReU3nqDa0s9Bazf7Y3tIjvG/dcASxDe6fZvE2Nie+9Ffhhgv3L5dYrySY2/VZql2qxnLE4qhc9hIkLtRErE1d4qi3NkFhTOWWu9i52Pl2uS7fT6WmsNaqrHdCZ3yatZwq3kvNYcbxxWajjrom5NEzKJPGddTSY9DLkrEVOREzrShSzcn/ax1DYv1sZoblOvaLyDJN5Jj776HUS9cXie+dx7vGeK7EEIIJiYmotHgS5cusW3btigRTk9PXxEBmdfPTkxMUFZWRmxsLEIIfD5fVBYRDodvq7TwatfV09OD1+ultLT0rrpIDA3Bpz4FDQ1QUAA+n05/f4hIBEpKArS2WtmyxUtLi4WyshDDw7FkZcGVK0Hy8xWCQYnBQZ2yMp2rV1Wysy00NGjs2iXR3R2grMxCfX0Im00iNVUlMVGhv19jbEynpsbE+HgYs1mhpSVCUZFCOBwmO9vCuXMBzGaJrVtl4uIkurqCTE6qHDhgw+UKEw4H6e0VbNkSQzCokpMTw/nzM8TFyeTmmrHbTQwNBRgZCXPggJWRET8pKXE0NMxSXR1Pe/sU27cn0NLiJSnJzOysj/T0GDRNMDwcIjk5gsulUVLioL09wLZtdurrJ/nGN6r5vd8ruO4cRiIRmpqaSElJWXECpN/v55Of/CQlJSV8+ctfvmsWfMvhox/9KKdOnWJycpL09HS++MUv8olPfOJtmcsqcW+J79atMeL3vnMfp4MFjOlOJATbLKPst/ZQE9dDYdw40eu+TnzvKPFduB3STQyM2Wmf8wyOSiKSfGzJmaYw12MUzpDXie+N7RY79p1CfBdCCEFkMrKoJEIuMCLBcr4zKolYJ77vWbwnie+N0DSNS5cucfToUV5++WUCgQD33Xcfhw8fZvfu3YtqdSORCK2trcTFxd1SP7uwtPDU1BQWiyWaJDdfZetOIBwO09LSgtPpZNOmTfdMavHSS/Dd7+r4fBEmJgQDA2AyCfbtCzM6GqCnx0gwLCnxYrPpNDaaEQJsNqipMaQLs0aOGY88YqanJ0xPjzbXRiEzU+fVV40AmdUq8cADcZw4MUPQUBlw5Eg8g4MBOjuN3Ifi4hg2bJB5+WWjU5tN5v77bbz22jR+v/F2P3zYwdWrAVpbjX6LimLZuNHMiRNuhJCwWCSOHLFTX+9mcjI8N04KLleQN980IrnbttlJSzNx4YKb2VmVhAQz5eV2XC5D3qAoUFZmQQh4+OFU/uiPtpKYmBi9GQkEAjQ1NZGfn09aWtqKzvXExARPPPEEH//4x3nmmWfedjnNuxT3WOO7RRKN3wUhoFtO47RayFltM61aFgKJdHmGA5ZeaizdVMYNECPNec8tJotYGNlfITGGt8jxcsTYOPbWhGmlxPjG/YvtuxuyiZWSqLEZK02DabQNJdM/7pyTRITZmuM2imdkT8+5RNyarK6F9N0JorcsoVqGoK7FQWI17ZYj2Wtdw2pcG3S/SqjbQ7jHQ7jXiwgZLhGmfDvmQidSURKy4+Yf9zvqALEKon9j+6mqx4k0Nq1/y995rBPfRTA9Pc2rr77KsWPHqK+vJy8vL5okt2HDBhoaGgiHwxQWFpKenr6qvuerbLlcLvx+P06nM5okt9YI7ezsLG1tbWzevJnU1NQ19XE78HgEX/6yyosvalRVSQQCPhoajP9VV5tQFMGlSyECAdi4UcVkiqAoGl1dCklJEsXFMWiaRmOjH0mCPXviGBrSUJQIfX0Rtm+PwefTyciQOXPGS2amiQ0bLMzORhgZCREMCqqrrfT0BElJEbS0+CgvtxEKQVqaxOnTUyQkQFFRPH4/DAx48Pt1qqudTExEkOUIXV0+CgqsOBwW4uIEZ89OYrUqVFQ4kSRBbe0kmiYoK3PgcCi0tU0zNRXG6TRTUZHIxISflpZ594YkkpNNnDgxwj/8w25++7fTcLvduN1uAGw2G1NTU2zbtm3F2tyenh5+93d/ly9/+cu8733vuyvX8T2C23J1+E/gPiAFGAP+Ugjx/Vu1mSe+wHVk1qVbORsp4IxaQH04nwAW4qQw1ZYrHIzpZp+tl2TFv058V3nsWkilL2SifTiFtuEkOocTCYTNUUlEce4MW3KnscdrN7Vbao3rxPedQXwXQtUk1EEfoW4vka6ZqEuEnG5FKTLKKMuZViRJWie+v/lYJ77LQNd1Ojo6OHr0KMeOHaO3txdJkvjzP/9z3v/+92O1Lm4ruNK+FybJSZIUjQY7HI4VRfRGRkYYHh6mrKzstuZyJ9DUpPPXf+2mtlYjJ8fCxYuCnTslBgaClJRYqK9XMZslCgs1LBad3l4Vtxu2bQsQCMiYzSY6O3VSUyUyMnQcDhN1dUF0XaKmxoSmCbq6IkxOamzbZsZkUtE0mZaWEHa7xJYtMjExEufPG8lsNTU2fL4QQ0MBJiagtDQOVdWw2000NMySlGQiI0MhKclMa6uH6ekIe/c6mZkJI8sSzc2z7N2bQHv7DGVlDi5enCY7O5axMR95eTbCYZ1r14IkJSm43SFKShJobnZTVGTjwgUX3/vefj7ykc3XnaOrV6/S29uL0+nE6/USGxsbrR641BOA+vp6nnvuOV588UWqqqru1eX8TcXtRXxXi6WIbxQKhITChchGTkcKOR0qYFx33CyJsIwjLcwXWCe+d4z4Xtdel+gdSzAkEYOJuDyGJCJ93iUid4bM1GBUnrJOfN8dxHdhX0II9MkgoW4Patc0+rD3LZeIAidyUTJyvhN9CVumdeL7rsc68V0hNE3jqaeeQlEUPvCBD3Dq1ClOnz5NamoqDz74IEeOHKGoqOi2NJfhcDhaWtjj8WCz2UhJSSE5OfmmBCZd1+ns7ERVVUpKSu6qdnglEELQ3d2N3x/g0qVC/vIvQ1RWGhrbK1eMYElxsUJuLrzyinGzbbNJHDpk5rXXfFHpQkVFCI9HpbvbOI+bN1soLDRz7NgMAPHxMvv322homMHtnneAiEcIjdpaDwC5uRbKymL59a8nAUO68MADDpqbPYyMGNKFqqp44uONUsUATqfC/v0O3njDhddr9PvII8kMDflpbfXMtXFgt0ucO+cmENBJSbFQUhLH+HiYjg4PFotEVVUiigJPPFHAxz9+vaZ3cHCQiYkJysvLr5M8uFwu3G53tIpeUlISNpsNp9PJL3/5S/7+7/9XF6AWAAAgAElEQVSen/70p+Tl5d3py/ZexD0mvgWSaPy/517ME9dbuDoIAV16Omf0zZyJFNKqZQEYkoiYXmpiu6m0DBBj1pbt66btO0iS32l64bvhICEEXJ2x0zaUTOtQCv3jDnQhER8bNqrH5UyxKdt7y8IZy5+PO+eIcLvE9k6Me6s2Sx17p8n5Suc9D92vEuzxEe6aJdLnuUkSYS5yojviburrTq/hxn1jVR8i3Ni8TnzvPNaJ7ypw7tw59uzZE309b0N17Ngxjh8/zpUrV9i1axeHDx/mvvvuu6lk8moghMDr9UZlEaqqRpPk4uLiaG1tJT09ndzc3Ldd6xmJRGhubr5OXzw9rfO1r83yL//ip6LCTEdHmLQ0jdbWMJWVMUxMQG6uRG2tl5wcE+npFkZGVBQlzOSkyvbtJpqawhQURGhuliktNeH1SjidMt3dfpxOhY0bY+js9JOWJujtDbB7t4POzjDFxSbOnJkiP9+Ew2EFBN3d08iyxM6dCQwMBFGUMFeu+Nmxw0k4DA4HnDvnIinJQkmJA9A5e3YMIaCyMom4OIXLlyfweFSSk2MoL09keHiG7m5DS1xdnYrdrnDq1Bjf+c5+PvrRtyK984VWIpEIJSUlS94cCSHweDy4XC7+6q/+ioaGBiKRCH/3d3/H448/flsFWdYRxTub+N64PSnZqA1v5nS4gPpIPkExJ4mIuUJNXA/7bL2kmHwr6mud+F6PlUReF5JCf8hE53AiLUPJdI0kLnCJmKUod5ai3GkS4iNLjrFOfN+ZxHfh/vnCGepcglxUEpFhRSlMwFTkRGQ6b/rRXSe+7yqsE987iHA4TG1tLUePHuXkyZPExsZGnSLKy8tvKyo7X1FtZGQEl8uF3W4nIyOD5ORkrFbr20Z+vV4vLS0tbNq0adEkrZaWCH/xFzNMTweRJEF9vfE9UlMTA+hcuhTE4xFkZyts3CgYH9fp6YkgSYJDh2IIhQTnzvkRQqK4WMNiCTM0ZGJqChITZYqLTfj9Kpcv++b6tTE766GrSycQgJ0745FlDa9Xo7PTR3q6mdRUEwkJJs6fn0LTBFVVDjRN4HaH6evzsX9/Ij09sxQWxlNf72LLFjv9/bNs3epkaiqM1xvBYtHx+zWKi520trrZuNFKS4ubf/u3B/jAB/Ki69c0jebmZux2+4qTDjVN44UXXmB8fJzf+Z3f4Y033qC7u5tf/OIXd+SazWNoaIgnn3ySsbExJEnimWee4bnnnrujY7wD8e4ivgv/H1IULoQ3cjpYyOlwAeOaA4BtllEOWHuoie82JBHS8n2tE9/VE9+Fx2q6xMCYEQ3uGEzE5TEu7kJJRHaqDyGtE993E/FduD0viYh0G57B85II4s0oN7hErBPfdxXWie9dghCCa9eucfz4cY4dO0ZLSwvl5eUcPnyYBx98kJSUlFWR1fmCHOPj45SVlaHrejQaHAgESEhIiCbJraQAwp3AxMQEvb29Kyqv+/Ofe3nhhUkcDpnMTIlXXjGIanKyQlmZha6uWUZHVWQZ9uyxYbFonDplSAwKCmLJy7Nw+vQUoZDAapUoK1MYGwvQ32/0X1YWS0qKxMmTnrl+zezaFc/p05P4fDqSBIcOJeLxhLhwwZBN5ObGUlpq5eWXx9G0+QIXKbS1zdDfbzg+HDiQhCzr1Na6UFVBdnYsmzbFMjoapLfXg9WqUF7uxGJReOaZrXzwg/nRNYdCIZqamsjOziYrK2tF5zQQCPD7v//7FBUV8dWvfvWu2pVdvXqVq1evUlFRgcfjobKykpdeeomSkptLKf8G4R4T302SaPzK3IslNL5RLEZWlzhWxEC3lsZprYCz4QJa1QUuETG9HLR1UxkzgEXSliW+i47xDtULr5UYL8RqSPJKyerVmXjah5JoG0qif8x5nSRia+4UBVnTmMzybY21EG/X+Vhs31oJ5u3qlFezhpXOe6ljNRR0v0qkZ5Zw9yyR3uslEUpRIkphArLDsqK+VrKG4ar/RaixdZ343nmsE997BMO1oJGjR49y4sQJVFXl0KFDHDlyhF27dt3S0UFVVdra2rBYLIvqiHVdZ3p6OmqZJstyNEnObrff8WjwvMRjenqasrKyFbtRBIM6L744zV/91VVKS+Po7laJj5cIBILY7Qo2m0xLi5+qqlhaWvxUVNhobPSybVscTU0etm2z4vFozMxEsNk0fD6VggIbDQ0eSko0mpsjbNtmxuVSyMqy0NTkJj09hpwcG8PDQYQIc+1akOrqJEZHQ6SkSFy44GbDBitZWTZMJp0zZ8ZQFInq6hRkGd58c4xAQCMry0pRkZO+PjeDgz4kCfbtS8dkgrq6Cf7t3x7g8cffKhk8HwkvKioiKSlpRedncnKSJ554go9+9KP80R/90T2P4v/Wb/0Wzz77LEeOHLmn495j/GYQ32j0eG7fpG6jVt3M6VAB58P5BOYkEbtjrnDA1sO+uF5SYny3HmvhGOvE9xZzvPW8PCELnSOJdAwl0jlsSCJMik5+xqxhlZbruWXhjHXie/2x7xTiuxDzhTOCXR7U7plo4Qw5w4pcmGRUj8t8K1t5nfi+o7BOfN8GCCGYmprilVde4dixYzQ0NFBUVBS1TMvKyop+XuZLD+fm5q44ahgKhaJJcl6vF7vdHiXCi3kSrwaqqtLa2kpsbOwt/YtvhatXI/zlX17j8mUfaWkStbV+gkEwmeD++2Pp7Q3R12d8jxw6ZEXTdM6e9SCERGamieJiE+3tPq5dCyNJgj17YpidDdHaalR/q6iIQdPCDAxEmJ4WZGebSUuzYDLJNDRMERMjUVYWT0yMTHe3l/HxIDU1yQwP+0hLi6G+3kVFRSKdnW7Ky5MYHPSiKBLhsOH2kJdnp719iqysGHp7Z/jJTx7lwQdzoutzu910dXWtKBI+j76+Pp588km++MUv8v73v3/V5/R20d/fz8GDB2lpacHhcNzz8e8h7jHx3SiJxj+be7EIqbxuexV2ZbcixiGhcEHayGm1kNNqAeNiThJhGuWApYcaSzeFMcsUzlhsLkusYTFiDG+R49slxrCQFKztEfpaZQIr9fFdkhjrEn1jTlqGUmkZTGHSY1jvZCT6KMl1sSV3mpxUL7K08rEW4l46SKym3XKP+xf2dbekDmsh2Qu3l5v3/LFCCLTJEKEuD+FuD5Fh/5xLhAlzgZEcR35CtHDGStYD0FP1JIHG9nXie+exTnzfAdB1nZaWlmgBjampKWpqanA4HDQ3N/Ptb397zWRkYcKUy+VC13USExNJSUnB6XSuirjOF11YDQm/FS5d8vHZzw7S2xskLy+WSCRCY6MXRYE9exzIMtTWutA02LQpjowMC4ODPoaHg8TGylRV2QkEPFy4MF+8wsaGDRZefXUCTRPExSlUV9vo7fUwPGzknGzZEktWlpmTJw1P3bg4hQceSKa+fjJarOKBB9Lw+8OcOzcBQEGBnaysWK5cmWVoyIfDYaa42E5cnMKnP72TI0dyo2saHR1lZGSE8vLyFZcSPn/+PH/8x3/M97//fXbt2nXb53W18Hq9HDp0iBdeeIEPfehD93z8e4zffOK7cL8Q0C2lcTpSwBm1kFb1epeIg7HdVFgXKZyxTnxXdOxqo7TjM3E0D6bSPnyzJGJL7iybs2YwmaXr2txqjevE9+btW/V1N4jvjYj4RVQSEe71wJwkQsl3YCpKiEoilutrnfjeNawT33cgpqen+YM/+AMaGhpITEwkLS0taplWUFBwW4/AVVXF7XbjcrmY/v/bO/PguKo733+OuqVWa7Gl1mJbsoxs7UhesA3GWDKDsdniF0KKB8lA4qokQxZIYFKpSXjMEMhMYEgyGSigqITAI8BLphI8YRKCZYzBsWSIjWyCkOSlJS/ad0tqLb3e8/7oVrsld6tbUkut5XyqXLp971l+98p2f/v09/x+fX0YjUZSUlJITU3FaDQG7Nfb28vp06e58sorp5Wtwh9/+tNFXn+9A7N5BINBUF09zNat8dTUWNiwIYETJyyYTHpcLhcpKdE4nRpm8zD5+U4aG51cdZWJqioLGzbEc/RoJ2vXujM12GwaAwND2O0a69cnc+rUICkpGqdODbJ6dQzR0XqWLtXx0Ue9nmIVaUgJx4514nBo5OYmkplppLa2h+5uG3q9YNu2ZdjtDj75pJvf//5W/u7vMgH3B4yzZ896y0WHupHxT3/6Ez/5yU944403WL16dfAOYcbhcLB7925uvvlmvvvd7876/BFgcQnf8WN1a54sEQ534YyAWSKU8A2p7XTsCcM2PXXNKZxsSvZmidDrNLKXW7wb5AIVzpgoVn9zhRKjEr5jj6cqfMfM64rC2TiI3TyA80wfclzhjKg8EyIjwVM4QwnfWWLeCN/y8nIefPBBXC4XX/va1/jBD34Q6ZBmjAMHDnD48GEee+wxoqKiqK+v96ZMa2xsZOvWrezcuZPt27eTmJg45XmklAwPD3tXg20225hNcjqd+1ucpqYmOjo6JrWKOVmcTslLL7XzxBNNXH21kTNnhmlocCf3XbvWSFpaFIcP9+N0QkwMbNjgpL1d0Njo/n/khhtMOBwujh7txeGQ5OXFk5qqo6vLTn29hcREPQUF8cTG6jh+vJuREY2tW5O4eHEYh8NFQ4OVdeviOHdumHXrUjl50kJKSjQ9PQMkJRlIS4unoWGApCQ9XV0j/Pd/38q1164A3Cv2dXV1REdHk5+fH9IHEyklv/jFL/jjH//I3r17SUlJmZHnGiyGPXv2YDKZePrpp2d9/ggxy8J3pZBV3/G8GH1f81eIwve67/mpXg+h2IVN6qhyZVOp5VJpz6FDuj/RFutbKY2tp8xgJk/fiYgOPtaE9zNP/cKTaRuKh3MikezSBOZ2E3XNKdQ2pdA9cMkSUZh1kaKsXlakWYmaoHDGVLzJgcaa6vOYzFyhzjtTHt9wiuxQnvOoJcJ6ZsgthJuHLrNE6Fcn4vL4EU9t/hpDVaeU8A0/80L4ulwu8vPzOXDgACtXruTqq6/mt7/97ULffe4Xm81GRUUF+/bt4/DhwyQkJHhXg4uLi6eVBUDTNC5evOjdJKfT6XC5XBgMBtauXTsrRTIsFifPPNPI8883UlycyMiIi+bmQbq77WRlxZKersdiGeDMGZdnE1oyRqPkvffctoTMzFgKCxM4caKbixcdCAHbtqUBTior3W1SU2PYssXEwYMtWK0aADffvIKmpgHq6twZH3JyDKSmxlBfP0RPj43U1FhWr47HaIzhhz/cwrXXLgfcK6bV1dWkp6eTlZV1+Q35weVy8S//8i+0t7fzyiuvEBsbG7zTDFBZWUlZWRlr1671/r154oknuO222yISzyyhhO9l/fQeS4RPlogap/urjGVR/ZQaG9huNLPR4FM4QwnfMW2nK3zHz9XZb+Rkk4naphQudLgLZ8THOijI6qMwq4/sDHfhDH/jT2auQPEq4Rt+4Tv+nDbsxFY/iMPcj6Nh4DJLRMPX/48SvjPDvBC+H374IY899hj79+8H4MknnwTg4YcfjmRYEUdKSUtLi3c1+OTJk2zcuJFdu3Zxww03kJycPGVbhM1m429/+xtxcXFomsbw8DBLlizxrgZPd5NcMNrbbTz99AX+8IdWsrON1NRYsFqdrFoFUkaTmBjNiRP9lJYmcexYL1dfnczp0xbS02NoarKQkmJg2bJYzOYBUlL0NDQMcs01KXR0jLB8uYEPP+wgLS2W/PwlCKFx5Eg7UsK6dSaSkqL5+OMOLBYHBkMUJSVGLBYn7e129u69jeuucwvc4eFhqqurycnJIS0tLaT7GhkZ4b777iMnJ4cnn3wy4hX3FiFK+F7Wz88YPSKOI7ZcDtvyOGbPvmSJMHosEQk+hTOU8A278PWda9im50xzEnVNKZhblvq1RCQl2JXwnWDeYPNHQvj6HruzRAziONOPwzyAvGij+X9+oYTvzDAvhO8bb7xBeXk5v/rVrwB47bXXOHr0KM8991yEI5tbOJ1Ojh49Snl5OQcPHkRKyY4dO9i1axcbN24MOb9vf38/dXV1FBQUeFNxSSkZGBigu7ub3t5epJSYTCZSU1NZsmTJjOWbbWgY4vHHzfzlL50UFAg+/tjO8LB7oeOWW0y0to5QXe3O3btx4xISE6G6eoCLFx2kpsaQkxODpgk++qiXqCjBli1LkBJaW600Ng5RWprCmTM95OebOH68h9zcBM6e7WHNmqXodO5cwXq9hsOh8fzzm0hPd2G324mLi2NgYICSkhKSkpJCupeenh7uuece7r77br71rW9FvOLeImWWhe8KIau+4nkxahMKJhR9zwfzA0/S4zvh9QBtbQYdx51XUOHIo9KRQ4fmsUREt1JqMFMWV09etJ/CGX6E73zzC09FrPoS1gwR6HyyRKRysjGFbot7Y4avJWJl2iBShDaX73xT9b/O1POYKNZA8wbrN5l7nOo9+Bt3Mh5wp4zC1W2j7tZ/ZLDqtHqXCD9K+C5QpJR0d3fzzjvvUF5ezscff0xRURE33ngjN910E8uWLfMrvFpbW2lubmbt2rUTbnZzOBzeTXL9/f3ExcV5N8mF86v7UStBV1c8v/hFLydOXKSgYClRUU4qKjoB2LAhmaSkaI4d62B42EVCgp6rr06lo+OSdaGwcCnZ2XGUlzcBoNMJbr45k9raLi5cGATceXmjo+GjjzoYHnaycmUCGRnxxMbq+elPyygpSQXchR/Onj1LcnIyFosFvV6PyWSaMG/yuXPn+NKXvsQPf/hDbr/99rA9H8WkUcJ3wnH9tfX59yyjPJYIZy6VtjxqHZ4sEbp+ymLrKYuvZ2PsBQxRLiV8A/SbjvAdf9zWH8+pJhMnm5K9loiEWDv5Wf2XWSKU8J0fwnf0Z/XmbyrhOzPMC+GrrA7TR9M0PvnkE2/KtKGhIbZv386uXbvYsmULQggOHDhAVlYWxcXFk/oKXkrJ0NCQd5Oc3W4nOTmZlJQUkpOTp/x1/tDQEJ9++ukYK8EHH3Tz2mvneffdNrKz4zl6tJv165Ooq7tIcfFSBgYcDA460Os1+vvtrF9vorb2ImvWxFNV1UVe3hKSkgwYjYLDh1vQ6QRXX51OTIzg2LE2rFYXyckGNm5M49y5AYaHnfz5z5+jsNDkrZ7X09MzpnCHzWbz3vvg4CAJCQleEZyYmEhVVRUPPPAAL774Ilu2bJnSs1CEDSV8Jxw3iPAdL1a7XfEcceZQMZLHMZvbEhEr7FwTe56yBDPb4hpIjQ1QOEMJ32kLX9+2o5YI3ywRuiiN1SvclojcLAtJCY7LxlLCVwnfRca8EL5Op5P8/HwOHjxIZmYmV199Nb/5zW8oLi6OdGjzlv7+ft577z3279/P4cOHsVqtbNmyhUceeYTVq1dP62t4l8s1ZpNcTEyMt4BGfHx8SGP39PRgNpspLi72m7ni3Xfb+dd/rSExMQq73cGHH/agaZCVZeSKK2Job7dRX2/BYIhiw4YkoqOjqK7uYWDAQVlZOm1tg5hMBj76qJNNm9Koqelk3bo0enutaJqGxTJMSoqR3//+dtasSULTNE6fPo2maRQVFQW0dkgpGRwcpKenh2eeeYaDBw8yPDzMj3/8Y+6++27i4uKm/FwVYWGWhW+6kFV3eV6Mq7YGTGo11G+KsamK6EmkKwtVRNukjhNcQYUjlwp77qUsER5LxHaDmdzYrssLZwSLxef8dIUxBBdc/nzC4agINl2/8GSEnF3Tc85jiahrMl2WJaIgq5/MtCFP4Qx/HwQmFn1T/aDgS6jPw1+fUOYd2y/037m/+cMhzoONNT6Gjzb/IwNVZiV8w8+8EL4Ab7/9Ng899BAul4uvfOUrPPLIIzMyz1e+8hXeeust0tPTqampmZE55hInT57knnvu4R/+4R+wWq3s37+f9vZ2rrvuOnbu3ElZWRnx8fHTmmNkZMS7Ijo8PMzSpUu9m+T8lTtuamqivb2d9evXB91Et29fE//6r3+jv99OdnYip051094+ghCwdesyYmIEhw61A7BkSTRlZWkcOdJGX5+7WMWNN65geNjO0aMdaBrk5S0lNTWG6OgoXnjhJrKzl+J0Ovn0009JSkoiOzs75HRlL774Im+++Sbf+ta3OHr0KEeOHOHQoUNhz+JgtVrZvn07NpsNp9PJnXfeyeOPPx7WORYQSvgGHCvQvFNYPZYSzKRTac+lwnHJErFc109pbD2lsfVsivdYIpTwDSmuqaxgjv7s6je6fcG+lgijnfyV/eRnDbAmYyBg4QxflPBVwncBMG+E72wxmiLsy1/+8qIQvo2NjQwNDVFUVOQ9NzIywuHDh70p00wmkzdlWmFh4bRTpvlukhNCeDfJJSQkYDabcTqdFBUVhWyRkFLy1luNPP98jafssJGTJ3vJyjJSV9fL5s3L6OtzsGxZDJWVzSQkRLNhQzpCaHzwQRMul2TVqkTy8kxUV3eyZImBt9++k5UrE7Fard5qdStWrAgpHpfLxaOPPkpLSwuvvvrqjKcrG7WaJCQk4HA4KC0t5ZlnnuHaa6+d0XnnKbMsfFOErBpNDzcZ4Rvqamgowjc2yPWp2CL8jT9BjN2axxKh5XHMkY2VGGKxc03MecpizWwzNJCqG5rcB4EZtk1A6IJppmwTU7UUTDTXkE1PbXMatU2pnGoxeS0Ra1b0U+TZIJeYoF02lr/xA8U7mxkkfPuF8qFhKvMG6xfs9zCVeziy+Z/or6pXwjf8KOHrh/Pnz7N79+5FIXyDIaXkwoULlJeX884772A2m9m8eTM7d+7khhtuCDmjQSDsdju9vb10dXXR1dWF0Whk1apVpKSkTFowSin5058u8MwznyKEC02THDvWgZSSbduWYbU6GRpycOrURbZuXUZ1dQdXXZXOmTO9pKYaaW7uY926dF555X+xYkUCFouF2tpaCgoKSE5ODikGq9XKfffdR3Z2Nk899dSspysbHh6mtLSUF154QfmJ/aOEb0gxhFn4+l63SXeWiEqnxxLhmyXCaGZ7rJnc6K6xhTOU8A2b8B3TXxPUdyR7cwb3DIxmiRimIOsihav6WJ56qXDGRPflO58SvtO/ByV8ZwwlfP2ghG9gHA4HH3zwAeXl5bz//vtER0ezY8cOdu7cyYYNG6Yk9Ebz4a5evZq4uDivLcLpdI7ZJBfqSrOUkj//+TxPPnmc/n4bRUVJlJefQ/OsYdx6axbNzQN8+mk3ABs2pJKYqEeIKH79692kp8d7PcZr164N2erR09PDvffey5133skDDzwwq+nKXC4XmzZtor6+nvvvv5+nnnpq1uaeZyjhG1IMMyh8fa+PWiIqbGOzRCzX9VMaV0+psZ5NsT6FM5TwDdjWl1DnGt+2qz+WU00m6ppMNHYkegtn5Gf1k7+yn5zMAQzRmhK+E8w7Ni4lfOcgSvj6QQnf0JBS0tnZyf79+9m/fz+ffPIJJSUl7Ny5k507d5KWlhZU/PX29nL69GmKi4tZsmTJmGsul8ubMq2vrw+DweDdJBcXFxeSsHz33Ub+7d+O0t4+TFZWAjqdRkVFMwBr16aSlmbkr39toqAghT/+8X9jMhlpbm6mra0tJI/xKOfPn+fee+/l0Ucf5XOf+1xIfWaCvr4+7rjjDp599llKSkoiFsccZnaF74ZUnfzbdZ6PXFMRoIGEbzCBGswPHGzeYGOFIt6DCV8/Y3XHxFPpyKXSkTvWEmE4T5nBzLZ4jyVisnP5iTeYMHYfR3l+Tk8Y+56frjAef+x/run5hV3oGLLpOdVsutwSsbyfolVuS4S7cMbEonG6/tfZeB7+YphuBonx/YLFPX7cg5sf5WLVWSV8w48Svn5QwndquFwuTpw4wb59+zhw4AA2m43rr7/emzJt/Ea2lpYWWltbWbduHQaDIcColxgZGaG7u5uenh5GRkZISkrybpILVpzj4MFG3njjNO+8YyYnx8Tx451ceWUKtbUdfOYzuTz33M0sWRJDfX09IyMjk0rpdvz4ce6//35++ctfzglf7Y9+9CPi4uL43ve+F+lQ5iKzK3yXXWmS33l6KyVnWig+18rq5m50Op95lPANuHpsi9JxwnEFFfaxloiSmBZKY+spS/BYIkQIcynhO61VWpcmON+xhJqmVE41JdM94FM4Y1UfBVl9ZKYOIYUSvkr4znmU8PWDEr7h4eLFi7z77rvs37+fo0ePkpOT4/UGv/DCC9x+++1ce+21U7JHaJpGf38/3d3dXLx4kaioKO9qcKAiEgAfftjMT396lJERdzpLg0HP669/FqNRR21tLUajkdzc3JBtCm+//TZPPPEEv/vd78jNzZ30fYSDrq4uoqOjSUpKYmRkhJtuuonvf//77N69OyLxzHFmV/gWZsbKB5++FnN2Oi69jrgRG4Xn2ilpaKHoXBtxTselxkr4+s8ZDEgdmJ3pVDhyqRwZWzijNK6Bsngzm4wXMMS4Jo7F57wSvmP7TSYH8qglwjdLhK8lYnXmEDF+Cmco4auE7xxACd9xfPGLX+TQoUN0d3ezbNkyHn/8cb761a9GOqx5j6Zp1NXV8eabb/Lcc8+xatUqrrnmGm666Sa2bds2YZW4ULDb7V5vsMViISEhgdTUVFJSUvzaFaqrO9m79xQ/+MFWdDpJdXU1y5cvZ+XKlSHNJ6XkpZdeYu/evezdu5fU1NRpxT8dqqur2bNnDy6XC03TuOuuu3j00UcjFs8cZ5Y9volCVm0Cq0HP6cLl1BRnUFeUwWBCLFEujTWNXZScbqX4dAvpA4OXOk5X+E5QdOKyY39jBJs3HHaNUIWxn7bdWjxHZA6VjlyOOlZfZokoNdSTYhj2P9Ykin+MiuPpCmP38eWroVNJneZ7fqb8wpMRcgM2A6eaTdQ1pXCyJeWyLBH5WQMkJdgDzhHMSzu5oiT+v/qbzPMINlcwv264fMr7N/+InqrzSviGHyV8I0RTUxNf/vKX6ejoQAjBfffdx4MPPhjpsGYUTYa3i2UAABh4SURBVNPYsWMH3/zmN/nMZz7DX/7yF/bt28eRI0dIT0/3eoPz8vKmlTJNSonFYvEKYU3TvJvkkpKSxow9Wh0uNzc3ZPHqcrl47LHHaGxs5NVXX522aFfMKpERvoBXXGlGwYWVJmoKM6ktzKBtmTs1Snr3gNsSYW5ldVs3OimV8A2hrU3qOKGNtUQIJMUxrWyLracstp48Y+elwhlK+IZV+Pq2tWt6ryXiZFPyZVki8lcNkJE6HLBwhi9K+CrhO0Mo4Rsh2traaGtrY+PGjVgsFjZt2sSbb77JlVdeGenQZpSBgYHLNrFJKTl79izl5eXs37+f8+fPs2XLFnbu3Mn1119/WfvJ4nQ6x2ySMxqNpKSkEB0dzblz5ygpKfFbHc4fVquVb3zjG6xcuZKf/vSns56uTDFtIi98x4vSnqR4avMzqCnMpD47DZfObYkoOttG8flWis63EWdzKOEbwnWvJcKWR4Utl7rxlgijmU1LPYUzlPAN2DZc9oSu/ljqGlM52ZREY2ci0scSkbvSQk6mBV20/3+TSvgq4TtDKOE7R7j99tt54IEH2LVrV6RDiTg2m40jR45QXl7OoUOHMBqN3gIaa9eunfZq8PDwMOfOnaOrqwuDwYDJZPJukptIyPb29nLvvfdyxx138J3vfGdW05UpwsYsC984IasKPC9C8LRaDXpO5S+ntjiDukIfS8SFLkrqWyk2t5DeOxhcgE5G+E7FBhDKvKH6gYNd920zydRp3Vo8Rxw5VDjzOGb3ZIkQnsIZcWZKY+tJ0Q1P/X4XkF94ql7aUP3CQzY9J5vdJZTHFs4YoCCrj8KsPhITXIxnMoJ8Kr7fQP2CCVTftuGcd5T/2fwTuqoa1btM+FHCdw5w/vx5tm/fTk1NzbRXNxcaUkra2tooLy+nvLycuro6NmzYwI033siNN95ISkrKpASolJLz58/T19fnFdF9fX3eTXJ6vd67SS4hIcE79oULF7jnnnv453/+Zz7/+c/P1O0qZp65LXy96EETgsYrTNQUuleD25ZfskQUN7RSYm5hdbvHEhHKuItQ+Ppet0kdxx2ewhnWcZaIuHrK4urJi+5ETGGFWwnfsTEG6+/SBA0dSZxsMnGyyUTPgPsXuyx5mIKsfgpW9V1miQg0l+98SvgqQkAJ3wgzODjI9ddfzyOPPKIEVQg4nU6qqqq8KdM0TeOGG25g165dbN68ecK0ZpqmcerUKYQQFBQU+F05tlqt9Pb20t3dzdDQEK+88gpXXHEFe/fu5eWXX2br1q0zeXuKmWeWha9ByKpMz4tgwjeIkOtZHk/tlRnUXJlJfU4aLr0O44idojNtlJxuoaihjTirI/C4oQhMf8I3mMCcqg/Zn6icbsGOEG0TUoI5Op0KRx6VjlxqXR5LRFQ/pYYGymLNbIoJUDhjCivCMLdsE1MRq76E0zbhQkdnv5HaxlRqm1I53+nOEpEQa6dgZR+FWb3kZfZ5CmcEEdRhsDLM9PMIFMP4ed/Y/J90VjUp4Rt+lPCNIA6Hg927d3PzzTfz3e9+N9LhzDuklPT29vLOO++wf/9+jh8/Tn5+Pjt37mTXrl2sWLHCu2LrdDqprq7GZDJxxRVXhLRKrGkazz//PL/5zW+IiYkhJiaGL3zhC3z729+esXtyuVxs3ryZzMxM3nrrrRmbZxEzf4Wvryi0xuk5nefJEpF/eZaIkvMtpF0cDDzvIhe+wJhn3y3i+cCeQ4XdkyVCeiwRhvNsN5rZluCxRAS6HyV8A8Y12VXaYZue083J1DancLo5eUyWiIKsfgqz+jyFM5TwVUwJJXwjhJSSPXv2YDKZePrppyMdzoJA0zQ+/fRT9u3bx/79+7FYLJSVlbF+/Xp+/etf8+KLL5KRkRHSWFJKXn75ZX7/+9+zd+9e0tLS6Ovr4+zZs2zcuHHG7uHnP/85VVVVDAwMKOE7MywM4esruDThyRJRlEltgU+WiJ4BiutbKTnbwuqWbnRR8vL+geZYZMLXN0abTsdx+xVUWPOosOfS6VritUSUxtVTmlBPXownS4QSvmEXvr5tXZrgQkei2xLRmEyPxZMlwjRE/soBryXCX+EMJXwVAVDCN0JUVlZSVlY2ZrPWE088wW233Rb2uaxWK9u3b8dms+F0Ornzzjt5/PHHwz7PXMNisfDSSy/x4x//mLy8PJKSkryrwWvWrAm46qtpGo8//jhnz57l9ddfn7V0Zc3NzezZs4dHHnmEn//850r4zgyzK3w36YX8a4L7ODqYf3YyvtwJBGqPKZ7akgxqr8zAnOMpnDFso6i+jeLTrRTVT1A4YyrCdwKfcsD+vueDCWff42AiOphwDhRXgLZSB2YtnQrNjyUixpMlwtcSMX6sSRT/CFUYu491nrbTE8a+/aYizi4fS+dnrvDYE6SEtv5EaptSONmcwrmOpZcsEVkXKVx5kTWZgxj8FM4IJkAnK8gDxRioX7A+/mJ8ffMLtFe1KOEbfpTwXQRIKRkaGiIhIQGHw0FpaSnPPPPMnCivO5MMDw9z66238vLLL7NmzRrOnDnjTZnW2trKtddey86dO9m+fTsJCW5xYrPZ+MY3vsGKFSv4j//4j1lNV3bnnXfy8MMPY7FY+NnPfqaE78wQ8H3E/7vRPCSld4jtR8xsP2J2F84oXk5NodsScXxdttsS0dTlzRk8pnCGYgxCQL6uk3xDJ181HqFbi+cDl9sS8ba1hL3WjRiFnS2Gc5QZzVwX20CKfjj4wIpJIwQsSxpmWdIwO9Y2YbEZON2STF2TidoLKRw3L/NmiSjM6iM3a4CkBEfwgRUKxYJDCOEVdg6HA4fDsShSccXFxfH+++97V9QLCgooKCjgwQcfxGq1UlFRwb59+3jyySdZunQp27Zt48CBA9x999089NBDs/qM3nrrLdLT09m0aROHDh2atXkVl1gwK76BxtX0gguZJmoKPIUz0sdZIswtrO7yZIlQK76B23quewtn2HI5bMuj0+VOyTNqiSgzmslL9CmcoVZ8Z8yXa9P0XOhIpK4phVONyfRYLmWJyM/qJy/LQmbaMJpQK74KteK7WHC5XGzatIn6+nruv/9+nnrqqUiHNGeQUtLc3MxLL72Epmn86Ec/mvUYHn74YV577TX0ej1Wq5WBgQE+//nP8/rrr896LAuc2bU6rBdCvuM5HrVuGn2EYrTPe6CPtfNSSq1gojAU0RjA09pjiqe2KIPa4gzMa9LHZoloaHFbIkIpnDEZ4RtMvAcTtsH80cH6+7aZxIeGYDFKHZhd6VQ4cql05lHnXIFEjM0SEXcBgwihcMYc9Qv79guHP3YqXtpQ/MJSQmd/HLWenMHnfSwR+Z7NcTkZ/egDFM6YjCAP1UIxmecxykub/y+tVW1K+IYfJXwXGX19fdxxxx08++yzlJSURDochR8OHTqkrA4zx8K3OoSK1xJx1Iw1xlM440q3JeLE+iuIcmnkNHZR3NBCcX0r6ReVJSIQQkC+vpN8fSdf1X1AjxbHEXsuFY5c/mwtYe/IRox9bktEaXw91xkbSNUPRTrsBcmoJSI1qYXrS1oYtumpa07hZFMydReSOWFOQ6/TyF5uoSCrn/ysPmWJUCgWMElJSdxwww2Ul5cr4atQ+DAjK77FQsjfeo5H90j6Kuxon2Ojz4LP6Eqwb15qo8/qrvC3Ohjsa/5gGSQ85zUhuJBnoubKTGqKM2gfLZzROUDxmVZKTnmyRGgytHHDYdcIdYU7lBXf6doiJmmbsEkdx7UrqBCeLBHSY4nQt1IaW0+ZwUyevhMR7b//hPcwi7YJ3+PprgiH0naiPoH6BZvLruk527GUuqYUahtT6R7NEpE8RGHWRYqyelmZNugpnBF8lTZUK8NUnscLm1+npapdrfiGH7Xiuwjo6uoiOjqapKQkRkZGuOmmm/j+97/P7t27Ix2aQjHbzK7VYT4K3/Fj9aS5LRE1hZnUr0kbkyWi5HQrhU0eS0SgcRe58PUS6ymcQToV9lyO2HOpdWZcskQYG9huNLMp/gIxwhXa/SjhO+Z4MnM5pY6ufiMnm03UNqVwoWPJmCwRBVkD5GT0ewpnKOG7gFDCdxFQXV3Nnj17cLlcaJrGXXfdxaOPPhrpsBSKSKCEb8DrvucDjGWN03M6dzk1RRnU5V0qnJHT1EVxfSvF51tJv2gZO64Svm5iLz/XI+I4YsulwpbLUbu7cIZR2LnGeI4yYz3XJfhYIpTwDavwHd92xKbjdEsyp5qSvYUz9DqN1csHyMsaoCCrP2DhDCV85xVK+CpmBFWBTDFHmV3hWyCE/IXnePTt0DcttK/w9X27NPq5PkYke0SbrzD23SgXHSx/7GQ2pE1UOGOViZq1mdRemUHbCo8lomuA4tOtlJxpYXXTBIUzpiJ8p5tBIpR5p7tqHUx8B2hr0+k47rqCCs2PJSLGkyVCP0HhjCnkDIZL4jiYMHa3DW2zVjBhPP68v3MzsVEu1OwMLk1Q3+FeCa5rSqFrIA643BIhxcSCejrFLv5z8xs0VXUq4Rt+lPBVzAiqAplijqKELxAW4Tu+f09yPLXrMqgtzMC82qdwRkMbJeZWCuvbiHP5bCJSwjfgPUjpyRLhyqXSnket06dwhqGB7fFmNhrGFc5Qwjdswnd82/b+BOqaTAGzRGRnTFw4wxclfCOOEr6KsKMqkCnmMCqrw0yRcnGI7UcvZYk4nb+cmgJP4Yy12URpnsIZ5laKG1pJH7JEOuQ5izdLhKGTr8Z94C6c4cyhwuaTJcLXEmFsINWgskTMFGlLR7h+qTtLxIDNwJnmpDFZInRRGqtXWMjP6ic3y6KyRCgUi4yHHnqIn/zkJ1gsi+99LTs7m8TERHQ6HXq9nqqqqkiHpAiRGRG+ziQdnVEgey+t7cQFmNTfSnDA6zbPddulc2PG9VloGs0bPCZnsI9GEpNZDQ123TNuLE7WX2xm/dFmd+GMVe4sEbVXZvDmzqt4c+dVlywRDR5LRCiFM2x+zvm2DRa37xih+IGD+aOtIfYPFKO/VXg/11MZ4rP6aj4bU40tWkcV2VQ6cqm05vCX4QIAiqNbKTV4skTEjrNEjJvL93c++vciekysmvdQ+hw7dW5BN9/8wuHMGRxjsJOaY+G6nCZ3loj2pd6cwW//dRX89ZIloiCrn8y0IaRP4YyYAHOMfx5RaCgUirmPqkAG77//PqmpqZEOQzFJZsTqkLfWKJ9+cw3aiRG09yy4DlqINdsYX8wLJil8/VyflPANIIKmLXyDbOZC77FEFGZQW3SpcEbciCdLREMrhefaiLM6ggvQqQrfIDaASQnfYFaIMAnfQHPIKLclotKeS6Ujl1qHJ0uErp+y2HrK4uvZGHsBQ5Rr2hkiIHRbxEIWvhPZEzr7jdQ2pXKyKdmbJSI+1kF+Vj8FWf2syRjwWiICxTA6179vfosLVd3K6hB+lNVBEVYWewWy7OxsqqqqlPCdu8yuxzfHGCV/9vVU9DsS0a31SNcmOxy0wHsW9EeHEQ73vItF+PoeW2P0nCpaTm1+JrW5KxiKj/VaIorPtlLS4MkSoYRvSGK1x+XOEnHYnscxW/aYLBGl8fVsi/NkiVDCd0aEr2/bYZueU80pnGpKwtyyFKtdP8YSUZDVT2KC67KxlPCdcZTwVcwYi7EC2erVq0lOTkYIwde//nXuu+++SIekGMvsCt9VQsjveY7jl+mJ3ZFI3I5EYrbFI2KjkBYXzspBnActcGgQet1vhKPCNtBGuKCp0XyO9f6u+7zPjxHEnmO/qdN8BwslFVioQs4zliYEF1abqCnKpLYog7blPlkizrRScrqF1Z0eS0SgcScjfEMRmKEK/UDXg401GWHsb9wJnr1V6jmhraLCnkelPYcObSngsUQY6ymLNZMX7VM4YzIfBKYpjN1tQxOjk9koN93Uab79wlHAYvS6XdNzrmOJZ4NcCj0DlxfOWJFm9RTOcPd5bPMBzlX1KuEbfpTwVcwYi1H4trS0kJmZSWdnJ7t27eLZZ59l+/btkQ5LcYnpCV8hxC3AM7glwK+klP8+UXtf4TsmU0OsIOa6eOJ2JKLfkUjU8mikJr2WCHHQAmbbohK+49v2pMZTWzAuS8SIjaKzniwRjT6FM5TwnXC13Vs4w5ZLpS2PWocnS4Sun7K4esqM9WyM91giJroHJXynJHzHx9XVH8upJtNlloiCrD7yswZYkzHAk1v3K+E7Myjhq1gQzMVNZY899hgJCQl873vfC95YMVtMXfgKIXTAGWAX0Ax8BHxRSlkXqE+GEHJ00T+gfUGAoTiWxBsTMd6YiKHELVtdTXYc71mwH7TgPDaM0X4pvuhxP71jBZqD4KnTAo7rIxpHhXHQ1GkwNXtCoMIZ8XpOFSynZm0mdYUrGPIUzlhzoYuSU60Um1tI7x0Mv/ANwa4x4fVg80531XqKwrg7Kp4PXDkcduZxzJmNlRiM2Lkm5hylMfVsMzaQqpugcEaw33kQYQyXxPF0hTH4itXgFouJ+vv2C4fFIpQCF0M2PSebU/i0KZ1TLSavJYJn/52Gqj4lfMOPEr6KBcFc8NYODQ2haRqJiYkMDQ2xa9cuHn30UW655ZaIxaS4jGmlM7sGqJdSngUQQvwXcDsQUPiGhARbjRWtxkr/M13olulZckMihhsTMdyVTOyeFOSgC61iENdBCy4fS8RiIdbmZEN1Mxtqmy8VzliXSW1BBm/edhVv4skSUe9TOEO9vwUkNWqIz0ZV89noaqw6PSecq6h05lJhz+Uv9gIYHM0SYWZ7nJnc6C53lghF2Ik3ONmc08FVOd24NEFDRzJ1TSaORDowhUKhCEJHRwd33HEHAE6nk7//+79XonceEcqK753ALVLKr3lefwnYIqV8IFCfkFZ8x133Pa+PFURfF0/0jkQMOxIRy6PRztrQdtYH7BNojvm84ut3hdMzbk9SPLVFGdQWeCwROh137D/B3504M/G4i3jFN9A9jBbOqHTmUuFjiXgx7VXWG1rUiu8k24Za0ti37ejPH2yuUCu+M4P6RKxYEKhNZYoQmZbVISThK4S4Dxj9G1gC1Ewn4jlKKtAd6SBmgIV6X7Bw722h3leBlDIx0kEoFIq5iRAiU0rZIoRIBw4A35ZSHo50XIr5QyhWhxYgy+f1Ss+5MUgpfwn8EkAIUSWl3ByWCOcQ6r7mHwv13hbyfUU6BoVCMXeRUrZ4fnYKIf6A246phK8iZKKCN+EjIE8IsVoIEQN8AfjjzIalUCgUCoVCcQkhRLwQInH0GLiJhfntsmIGCbriK6V0CiEeAPbjdjO+LKWsnfHIFAqFQqFQKC6xDPiDcO861gO/kVKWRzYkxXwjFKsDUsq3gbcnMe4vpxbOnEfd1/xjod6bui+FQrGo8GSXWh/pOBTzmxmp3KZQKBQKhUKhUMw1QvH4KhQKhUKhUCgU856wCl8hxC1CiNNCiHohxA/COXYkEUK8LIToFEIsKBO9ECJLCPG+EKJOCFErhHgw0jGFAyFErBDimBDiE899PR7pmMKJEEInhPhYCPFWpGMJJ0KI80KIT4UQf1PZHRQKhUIxE4TN6jCV0sbzBSHEdmAQeFVKWRLpeMKFEGIFsEJKecKzU/Y48Ln5/jsT7p0P8VLKQSFENFAJPCil/GuEQwsLQojvApuBJVLK3ZGOJ1wIIc4Dm6WUCzE/sUKhUCjmAOFc8fWWNpZS2oHR0sbzHk9y7N5IxxFupJRtUsoTnmMLcBLIjGxU00e6GfS8jPb8WRBmdiHESuAzwK8iHYtCoVAoFPONcArfTKDJ53UzC0BELRaEENnAVcDRyEYSHjx2gL8BncABKeWCuC/gaeCfAC3SgcwAEnhHCHHcUwlSoVAoFIqwoja3KRBCJAB7gYeklAORjiccSCldUsoNuCsNXiOEmPcWFSHEbqBTSnk80rHMEKVSyo3ArcD9HouRQqFQKBRhI5zCN6TSxoq5hccDuxf4f1LK/450POFGStkHvA/cEulYwsA24LMeL+x/ATuEEK9HNqTw4VuKFBgtRapQKBQKRdgIp/BVpY3nGZ5NYC8BJ6WUP490POFCCJEmhEjyHBtxb7g8Fdmopo+U8mEp5UopZTbuf1/vSSnvjXBYYUGVIlUoFArFbBA24SuldAKjpY1PAr9bKKWNhRC/BT4ECoQQzUKIr0Y6pjCxDfgS7pXDv3n+3BbpoMLACuB9IUQ17g9kB6SUCyr11wJkGVAphPgEOAb8WZUiVSgUCkW4UZXbFAqFQqFQKBSLArW5TaFQKBQKhUKxKFDCV6FQKBQKhUKxKFDCV6FQKBQKhUKxKFDCV6FQKBQKhUKxKFDCV6FQKBQKhUKxKFDCV6FQKBQKhUKxKFDCV6FQKBQKhUKxKFDCV6FQKBQKhUKxKPj/blBAWJ5ccFsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 900x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize(12.5, 5)\n",
    "fig = plt.figure()\n",
    "plt.subplot(121)\n",
    "\n",
    "exp_x = stats.expon.pdf(x, scale=3)\n",
    "exp_y = stats.expon.pdf(x, scale=10)\n",
    "M = np.dot(exp_x[:, None], exp_y[None, :])\n",
    "CS = plt.contour(X, Y, M)\n",
    "im = plt.imshow(M, interpolation='none', origin='lower',\n",
    "                cmap=jet, extent=(0, 5, 0, 5))\n",
    "#plt.xlabel(\"prior on $p_1$\")\n",
    "#plt.ylabel(\"prior on $p_2$\")\n",
    "plt.title(\"$Exp(3), Exp(10)$ prior landscape\")\n",
    "\n",
    "ax = fig.add_subplot(122, projection='3d')\n",
    "ax.plot_surface(X, Y, M, cmap=jet)\n",
    "ax.view_init(azim=390)\n",
    "plt.title(\"$Exp(3), Exp(10)$ prior landscape; \\nalternate view\");\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 其他估算后验概率的近似解法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[115.85679142 152.26153716 178.87449059 162.93500815 107.02820697\n",
      " 105.19141146 118.38288501 125.3769803  102.88054011 206.71326136] ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize(12.5, 4)\n",
    "data = np.loadtxt(\"data/mixture_data.csv\", delimiter=\",\")\n",
    "\n",
    "plt.hist(data, bins=20, color=\"k\", histtype=\"stepfilled\", alpha=0.8)\n",
    "plt.title(\"Histogram of the dataset\")\n",
    "plt.ylim([0, None]);\n",
    "print(data[:10], \"...\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prior assignment, with p = 0.50:\n",
      "[1 1 0 0 1 1 1 1 0 0]\n"
     ]
    }
   ],
   "source": [
    "import pymc3 as pm\n",
    "import theano.tensor as T\n",
    "\n",
    "with pm.Model() as model:\n",
    "    p1 = pm.Uniform('p', 0, 1)\n",
    "    p2 = 1 - p1\n",
    "    p = T.stack([p1, p2])\n",
    "    assignment = pm.Categorical(\"assignment\", p, \n",
    "                                shape=data.shape[0],\n",
    "                                testval=np.random.randint(0, 2, data.shape[0]))\n",
    "    \n",
    "print(\"prior assignment, with p = %.2f:\" % p1.tag.test_value)\n",
    "print(assignment.tag.test_value[:10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Random assignments:  [1 1 0 0] ...\n",
      "Assigned center:  [190. 190. 120. 120.] ...\n",
      "Assigned standard deviation:  [50. 50. 50. 50.]\n"
     ]
    }
   ],
   "source": [
    "with model:\n",
    "    sds = pm.Uniform(\"sds\", 0, 100, shape=2)\n",
    "    centers = pm.Normal(\"centers\", \n",
    "                        mu=np.array([120, 190]), \n",
    "                        sd=np.array([10, 10]), \n",
    "                        shape=2)\n",
    "    \n",
    "    center_i = pm.Deterministic('center_i', centers[assignment])\n",
    "    sd_i = pm.Deterministic('sd_i', sds[assignment])\n",
    "    \n",
    "    # and to combine it with the observations:\n",
    "    observations = pm.Normal(\"obs\", mu=center_i, sd=sd_i, observed=data)\n",
    "    \n",
    "print(\"Random assignments: \", assignment.tag.test_value[:4], \"...\")\n",
    "print(\"Assigned center: \", center_i.tag.test_value[:4], \"...\")\n",
    "print(\"Assigned standard deviation: \", sd_i.tag.test_value[:4])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jockeyyan/.local/lib/python3.6/site-packages/ipykernel_launcher.py:3: DeprecationWarning: ElemwiseCategorical is deprecated, switch to CategoricalGibbsMetropolis.\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n",
      "/opt/miniconda3/envs/pytorch/lib/python3.6/site-packages/pymc3/sampling.py:468: FutureWarning: In an upcoming release, pm.sample will return an `arviz.InferenceData` object instead of a `MultiTrace` by default. You can pass return_inferencedata=True or return_inferencedata=False to be safe and silence this warning.\n",
      "  FutureWarning,\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "CompoundStep\n",
      ">CompoundStep\n",
      ">>Metropolis: [centers]\n",
      ">>Metropolis: [sds]\n",
      ">>Metropolis: [p]\n",
      ">ElemwiseCategorical: [assignment]\n"
     ]
    },
    {
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       "        </style>\n",
       "      <progress value='104000' class='' max='104000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [104000/104000 05:27<00:00 Sampling 4 chains, 0 divergences]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 25_000 draw iterations (4_000 + 100_000 draws total) took 328 seconds.\n",
      "The number of effective samples is smaller than 10% for some parameters.\n"
     ]
    }
   ],
   "source": [
    "with model:\n",
    "    step1 = pm.Metropolis(vars=[p, sds, centers])\n",
    "    step2 = pm.ElemwiseCategorical(vars=[assignment])\n",
    "    trace = pm.sample(25000, step=[step1, step2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x648 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize(12.5, 9)\n",
    "plt.subplot(311)\n",
    "lw = 1\n",
    "center_trace = trace[\"centers\"]\n",
    "\n",
    "# for pretty colors later in the book.\n",
    "colors = [\"#348ABD\", \"#A60628\"] if center_trace[-1, 0] > center_trace[-1, 1] \\\n",
    "    else [\"#A60628\", \"#348ABD\"]\n",
    "\n",
    "plt.plot(center_trace[:, 0], label=\"trace of center 0\", c=colors[0], lw=lw)\n",
    "plt.plot(center_trace[:, 1], label=\"trace of center 1\", c=colors[1], lw=lw)\n",
    "plt.title(\"Traces of unknown parameters\")\n",
    "leg = plt.legend(loc=\"upper right\")\n",
    "leg.get_frame().set_alpha(0.7)\n",
    "\n",
    "plt.subplot(312)\n",
    "std_trace = trace[\"sds\"]\n",
    "plt.plot(std_trace[:, 0], label=\"trace of standard deviation of cluster 0\",\n",
    "     c=colors[0], lw=lw)\n",
    "plt.plot(std_trace[:, 1], label=\"trace of standard deviation of cluster 1\",\n",
    "     c=colors[1], lw=lw)\n",
    "plt.legend(loc=\"upper left\")\n",
    "\n",
    "plt.subplot(313)\n",
    "p_trace = trace[\"p\"]\n",
    "plt.plot(p_trace, label=\"$p$: frequency of assignment to cluster 0\",\n",
    "     color=colors[0], lw=lw)\n",
    "plt.xlabel(\"Steps\")\n",
    "plt.ylim(0, 1)\n",
    "plt.legend();\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/miniconda3/envs/pytorch/lib/python3.6/site-packages/pymc3/sampling.py:468: FutureWarning: In an upcoming release, pm.sample will return an `arviz.InferenceData` object instead of a `MultiTrace` by default. You can pass return_inferencedata=True or return_inferencedata=False to be safe and silence this warning.\n",
      "  FutureWarning,\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "CompoundStep\n",
      ">CompoundStep\n",
      ">>Metropolis: [centers]\n",
      ">>Metropolis: [sds]\n",
      ">>Metropolis: [p]\n",
      ">ElemwiseCategorical: [assignment]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "        <style>\n",
       "            /* Turns off some styling */\n",
       "            progress {\n",
       "                /* gets rid of default border in Firefox and Opera. */\n",
       "                border: none;\n",
       "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "                background-size: auto;\n",
       "            }\n",
       "            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "                background: #F44336;\n",
       "            }\n",
       "        </style>\n",
       "      <progress value='204000' class='' max='204000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [204000/204000 10:29<00:00 Sampling 4 chains, 0 divergences]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 75_000 draw iterations (4_000 + 300_000 draws total) took 631 seconds.\n",
      "The number of effective samples is smaller than 10% for some parameters.\n"
     ]
    }
   ],
   "source": [
    "with model:\n",
    "    trace = pm.sample(50000, step=[step1, step2], trace=trace)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "figsize(12.5, 4)\n",
    "center_trace = trace[\"centers\"][25000:]\n",
    "prev_center_trace = trace[\"centers\"][:25000]\n",
    "\n",
    "x = np.arange(25000)\n",
    "plt.plot(x, prev_center_trace[:, 0], label=\"previous trace of center 0\",\n",
    "     lw=lw, alpha=0.4, c=colors[1])\n",
    "plt.plot(x, prev_center_trace[:, 1], label=\"previous trace of center 1\",\n",
    "     lw=lw, alpha=0.4, c=colors[0])\n",
    "\n",
    "x = np.arange(25000, 75000)\n",
    "plt.plot(x, center_trace[:, 0], label=\"new trace of center 0\", lw=lw, c=\"#348ABD\")\n",
    "plt.plot(x, center_trace[:, 1], label=\"new trace of center 1\", lw=lw, c=\"#A60628\")\n",
    "\n",
    "plt.title(\"Traces of unknown center parameters\")\n",
    "leg = plt.legend(loc=\"upper right\")\n",
    "leg.get_frame().set_alpha(0.8)\n",
    "plt.xlabel(\"Steps\");\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
